IAMJB/paper_conference_aggregate · Datasets at Hugging Face

id stringlengths 4 45	proceedings stringlengths 38 198	type stringclasses 18 values	arxiv_id stringlengths 0 10	title stringlengths 10 207	authors sequencelengths 1 125 ⌀	paper_page stringlengths 0 40	GitHub sequencelengths 0 3	Spaces sequencelengths 0 100	Models sequencelengths 0 100	Datasets sequencelengths 0 100	conference_name stringclasses 16 values
Workshop/UniReps	https://openreview.net/forum?id=PbvPwiySXz	poster		Disentangling Linear Mode Connectivity	[ "Gül Sena Altıntaş", "Gregor Bachmann", "Lorenzo Noci", "Thomas Hofmann" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=Nu3t6XX103	poster		Model Merging by Gradient Matching	[ "Nico Daheim", "Thomas Möllenhoff", "Edoardo Ponti", "Iryna Gurevych", "Mohammad Emtiyaz Khan" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=NSfecLF4Za	poster		Object-Centric Semantic Vector Quantization	[ "Yi-Fu Wu", "Minseung Lee", "Sungjin Ahn" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=LhV3Ex8fky	poster		Evaluation of Representational Similarity Scores Across Human Visual Cortex	[ "Francisco Acosta", "Colin Conwell", "Sophia Sanborn", "David A. Klindt", "Nina Miolane" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=LVYEjD25tZ	poster		Supervising Variational Autoencoder Latent Representations with Language	[ "Thomas Lu", "Aboli Marathe", "Ada Martin" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=LSSiDy7fG1	poster		Implicit Representations for Image Segmentation	[ "Jan Philipp Schneider", "Mishal Fatima", "Jovita Lukasik", "Andreas Kolb", "Margret Keuper", "Michael Moeller" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=KeiQNpb7sv	poster		Ecological data and objectives align deep neural network representations with humans	[ "Akash Nagaraj", "Alekh Karkada Ashok", "Drew Linsley", "Francis E Lewis", "Peisen Zhou", "Thomas Serre" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=KWYQu2TxhE	poster		Visual Expertise Explains Image Inversion Effects	[ "Martha Gahl", "Shubham Kulkarni", "Nikhil Pathak", "Alex Russell", "Garrison W. Cottrell" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=JYww68b9PA	poster	2402.03187	How Good is a Single Basin?	[ "Kai Lion", "Gregor Bachmann", "Lorenzo Noci", "Thomas Hofmann" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=JFnjdl2Vc2	poster		Subjective Randomness and In-Context Learning	[ "Eric J Bigelow", "Ekdeep Singh Lubana", "Robert P. Dick", "Hidenori Tanaka", "Tomer Ullman" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=J1kzuH90gg	poster		Deep Multimodal Emotion Recognition using Modality Aware Attention Network for Unifying Representations in Neural Models	[ "Sungpil Woo", "MUHAMMAD ZUBAIR", "Sunhwan Lim", "Daeyoung Kim" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=I9dkBah6Z9	poster		On Feature Learning of Recursive Feature Machines and Automatic Relevance Determination	[ "Daniel Gedon", "Amirhesam Abedsoltan", "Thomas B. Schön", "Mikhail Belkin" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=H228wa4pfk	poster	2311.13321	Revisiting Supervision for Continual Representation Learning	[ "Daniel Marczak", "Sebastian Cygert", "Tomasz Trzcinski", "Bartłomiej Twardowski" ]	https://huggingface.co/papers/2311.13321	[ "https://github.com/danielm1405/sl-vs-ssl-cl" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=GpBQYrTEPG	poster	2011.00789	Role Taxonomy of Units in Deep Neural Networks	[ "Yang Zhao", "Hao Zhang", "Xiuyuan Hu" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=GIuSksGwEp	oral		A sparse null code emerges in deep neural networks	[ "Brian S Robinson", "Nathan Drenkow", "Colin Conwell", "Michael Bonner" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=FbFyO1r7rV	poster		How does fine-tuning affect your model? Mechanistic analysis on procedural tasks	[ "Samyak Jain", "Robert Kirk", "Ekdeep Singh Lubana", "Robert P. Dick", "Hidenori Tanaka", "Tim Rocktäschel", "Edward Grefenstette", "David Krueger" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=FO646rF6MM	poster	2305.10406	Variational Classification	[ "Shehzaad Zuzar Dhuliawala", "Mrinmaya Sachan", "Carl Allen" ]		[ "https://github.com/shehzaadzd/variational-classification" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=F0Wp4KESt7	poster		Hybrid Early Fusion for Multi-Modal Biomedical Representations	[ "Konstantin Hemker", "Nikola Simidjievski", "Mateja Jamnik" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=EHvgtRcrix	oral	2401.02437	Randomly Weighted Neuromodulation in Neural Networks Facilitates Learning of Manifolds Common Across Tasks	[ "Jinyung Hong", "Theodore P. Pavlic" ]		[ "https://github.com/pavliclab/neurips2023-unireps-hong-tgsh-randomly_weighted_neuromodulation_in_neural_networks" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=C20dVLBQz0	poster	2310.18769	Linear Mode Connectivity in Sparse Neural Networks	[ "Luke McDermott", "Daniel Cummings" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=Bi8mfzjIJ3	poster		SimVAE: Narrowing the gap between Discriminative Generative Representation Learning	[ "Alice Bizeul", "Carl Allen" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=BZMzFReaiK	oral		Distributional Reinforcement Learning in the Mammalian Brain	[ "Adam S Lowet", "Qiao Zheng", "Melissa Meng", "Sara Matias", "Jan Drugowitsch", "Naoshige Uchida" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=BJ2SmiCZrM	oral	2311.09466	Soft Matching Distance: A metric on neural representations that captures single-neuron tuning	[ "Meenakshi Khosla", "Alex H Williams" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=AxRD2FF7aD	poster		Universality of intrinsic dimension of latent representations across models	[ "Teresa Scheidt", "Lars Kai Hansen" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=AE11s22jea	poster	2310.19537	On consequences of finetuning on data with highly discriminative features	[ "Wojciech Masarczyk", "Tomasz Trzcinski", "Mateusz Ostaszewski" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=9I2jTPhCku	oral		An Information-Theoretic Understanding of Maximum Manifold Capacity Representations	[ "Berivan Isik", "Victor Lecomte", "Rylan Schaeffer", "Yann LeCun", "Mikail Khona", "Ravid Shwartz-Ziv", "Sanmi Koyejo", "Andrey Gromov" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=5PYcTwpc6Z	poster		SHARCS: Shared Concept Space for Explainable Multimodal Learning	[ "Gabriele Dominici", "Pietro Barbiero", "Lucie Charlotte Magister", "Pietro Lio", "Nikola Simidjievski" ]		[ "https://github.com/gabriele-dominici/SHARCS" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=4M0hhzUGxp	poster		Sufficient conditions for offline reactivation in recurrent neural networks	[ "Nanda H Krishna", "Colin Bredenberg", "Daniel Levenstein", "Blake Aaron Richards", "Guillaume Lajoie" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=3KfD8vShwF	poster		On the universality of neural codes in vision	[ "Florentin Guth", "Brice Ménard" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=2XoCArKGj1	poster	2312.10308	Event-Based Contrastive Learning for Medical Time Series	[ "Hyewon Jeong", "Nassim Oufattole", "Aparna Balagopalan", "Matthew B.A. McDermott", "Payal Chandak", "Marzyeh Ghassemi", "Collin Stultz" ]		[ "https://github.com/mit-ccrg/ebcl" ]	[]	[]	[]	NeurIPS2024
Workshop/UniReps	https://openreview.net/forum?id=2ApmouuUOC	poster		Multi-timescale reinforcement learning in the brain	[ "Paul Masset", "Pablo Tano", "HyungGoo Kim", "Athar N. Malik", "Alexandre Pouget", "Naoshige Uchida" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=w1Vx3iQonv	poster		Inference analysis of optical transformers	[ "Xianxin Guo", "Chenchen Wang", "Djamshid Damry" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=to9NJEMGCC	poster		Diffractive Optical Neural Networks with Arbitrary Spatial Coherence	[ "Matthew J. Filipovich", "Aleksei Malyshev", "Alexander Lvovsky" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=rabZPXiHGI	poster	2308.01719	The Data Conversion Bottleneck in Analog Computing Accelerators	[ "James Meech", "Vasileios Tsoutsouras", "Phillip Stanley-Marbell" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=n0HMpICxpU	poster		Hierarchy of the echo state property in quantum reservoir computing	[ "Shumpei Kobayashi", "Quoc Hoan Tran", "Kohei Nakajima" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=lTYd1pa8bO	poster		Contrastive power-efficient physical learning in resistor networks	[ "Menachem Stern", "Sam Dillavou", "Dinesh Jayaraman", "Douglas Durian", "Andrea Liu" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=jey92TQfUG	poster	2312.15103	Energy-Based Learning Algorithms for Analog Computing: A Comparative Study	[ "Benjamin Scellier", "Maxence Ernoult", "Jack Kendall", "Suhas Kumar" ]		[ "https://github.com/rain-neuromorphics/energy-based-learning" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=iwYCqNb0B9	poster		Expanding Spiking Neural Networks With Dendrites for Deep Learning	[ "Mark Plagge", "Suma G Cardwell", "Frances S. Chance" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=hL4zZlCvWv	poster	2311.07625	Activity Sparsity Complements Weight Sparsity for Efficient RNN Inference	[ "Rishav Mukherji", "Mark Schöne", "Khaleelulla Khan Nazeer", "Christian Mayr", "Anand Subramoney" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=fm8p9MDkd9	oral		Scaling of Optical Transformers	[ "Maxwell Anderson", "Shi-Yuan Ma", "Tianyu Wang", "Logan G. Wright", "Peter McMahon" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=fLfYeAfiCq	poster		Algebraic Design of Physical Computing System for Time-Series Generation	[ "Mizuka Komatsu", "Takaharu Yaguchi", "Kohei Nakajima" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=dz27xn3dBt	oral	2312.10153	Bayesian Metaplasticity from Synaptic Uncertainty	[ "Djohan Bonnet", "Tifenn HIRTZLIN", "Tarcisius Januel", "Thomas Dalgaty", "Damien Querlioz", "Elisa Vianello" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=aqsFLVg0tY	poster		PhyFF: Physical forward forward algorithm for in-hardware training and inference	[ "Ali Momeni", "Babak Rahmani", "Matthieu Malléjac", "Philipp del Hougne", "Romain Fleury" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=aaJ5wbrff5	poster		A Green Granular Convolutional Neural Network with Software-FPGA Co-designed Learning	[ "Yanqing Zhang", "Huaiyuan Chu" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=ZwQzLpDlQA	poster	2401.00413	Real-Time FJ/MAC PDE Solvers via Tensorized, Back-Propagation-Free Optical PINN Training	[ "Yequan Zhao", "Xian Xiao", "Xinling Yu", "Ziyue Liu", "Zhixiong Chen", "Geza Kurczveil", "Raymond G Beausoleil", "Zheng Zhang" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=YpXkH90wK0	oral	2312.02771	Scaling-up Memristor Monte Carlo with magnetic domain-wall physics	[ "Thomas Dalgaty", "Shogo Yamada", "Anca Molnos", "Eiji Kawasaki", "Thomas Mesquida", "Rummens François", "TATSUO SHIBATA", "Yukihiro Urakawa", "Yukio Terasaki", "Tomoyuki Sasaki", "Marc Duranton" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=YmzE3h5cGB	poster	2310.16320	Enhancing Low-Precision Sampling via Stochastic Gradient Hamiltonian Monte Carlo	[ "Ziyi Wang", "Yujie Chen", "Ruqi Zhang", "Qifan Song" ]		[ "https://github.com/comeusr/low-precisionsghmc" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=SMs10BPy8D	poster	2312.11716	Squeezed Edge YOLO: Onboard Object Detection on Edge Devices	[ "Edward Steven Humes", "Mozhgan Navardi", "Tinoosh Mohsenin" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=SL8VJMjOHU	poster	2312.01121	Virtual reservoir acceleration for CPU and GPU: Case study for coupled spin-torque oscillator reservoir	[ "Thomas De Jong", "Nozomi Akashi", "Tomohiro Taniguchi", "Hirofumi Notsu", "Kohei Nakajima" ]		[ "https://github.com/mathowl/reservoir_acceleration" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=QjdzXNzyrL	poster		Adjoint Method: The Connection between Analog-based Equilibrium Propagation Architectures and Neural ODEs	[ "Mohamed Watfa", "Alberto Garcia-Ortiz" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=PkduOOJOZA	poster		Beyond Digital: Harnessing Analog Hardware for Machine Learning	[ "Marvin Syed", "Kirill Kalinin", "Natalia Berloff" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=LdPkWxTjiW	oral		A Lagrangian Perspective on Dual Propagation	[ "Rasmus Høier", "Christopher Zach" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=KAiPD1OwvF	oral	2401.04491	SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning	[ "Hector Andres Gonzalez", "Jiaxin Huang", "Florian Kelber", "Khaleelulla Khan Nazeer", "Tim Hauke Langer", "Chen Liu", "Matthias Aleander Lohrmann", "Amirhossein Rostami", "Mark Schöne", "Bernhard Vogginger", "Timo Wunderlich", "Yexin Yan", "Mahmoud Akl", "Christian Mayr" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=IuN2WXtFSY	poster		Biologically-plausible hierarchical chunking on mixed-signal neuromorphic hardware	[ "Atilla Schreiber", "Shuchen Wu", "Chenxi Wu", "Giacomo Indiveri", "Eric Schulz" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=HXSgtSD1x1	poster	2208.08862	Frequency propagation: Multi-mechanism learning in nonlinear physical networks	[ "Vidyesh Rao Anisetti", "Ananth Kandala", "Benjamin Scellier", "J. M. Schwarz" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=Fik4cO7FXd	poster		The Benefits of Self-Supervised Learning for Training Physical Neural Networks	[ "Jeremie Laydevant", "Peter McMahon", "Davide Venturelli", "Paul Aaron Lott" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=FGduPFaCIa	poster		Towards low power cognitive load analysis using EEG signal: A neuromorphic computing approach	[ "Dighanchal Banerjee", "Sounak Dey", "Debatri Chatterjee", "Arpan Pal" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=EMAfVgNVrC	poster	2312.14954	Neuromorphic Co-Design as a Game	[ "Craig Vineyard", "William Severa", "James Aimone" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=BtC95j83bY	poster		Device Codesign using Reinforcement Learning and Evolutionary Optimization	[ "Catherine Schuman", "Suma G Cardwell", "Karan P. Patel", "J. Darby Smith", "Jared Arzate", "Andrew Maicke", "Samuel Liu", "Jaesuk Kwon", "Jean Anne Incorvia" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=92YxqzuGSu	poster	2401.01996	Mean-Field Assisted Deep Boltzmann Learning with Probabilistic Computers	[ "Shuvro Chowdhury", "Shaila Niazi", "Kerem Camsari" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=8fngInns3W	poster	2309.04382	Emergent learning in physical systems as feedback-based aging in a glassy landscape	[ "Vidyesh Rao Anisetti", "Ananth Kandala", "Jennifer Schwarz" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=7YUt7pQVFg	poster		Unleashing Hyperdimensional Computing with Nyström Method based Encoding	[ "Quanling Zhao", "Anthony Hitchcock Thomas", "Xiaofan Yu", "Tajana Rosing" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=6flkWTzK2H	poster		Thermodynamic AI and Thermodynamic Linear Algebra	[ "Patrick J. Coles", "Maxwell Aifer", "Kaelan Donatella", "Denis Melanson", "Max Hunter Gordon", "Thomas Dybdahl Ahle", "Daniel Simpson", "Gavin Crooks", "Antonio J Martinez", "Faris Mouti Sbahi" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=4P65OwisG9	poster		Nonlinear Classification Without a Processor	[ "Sam Dillavou", "Benjamin Beyer", "Menachem Stern", "Marc Miskin", "Andrea Liu", "Douglas Durian" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=3W3Qo3arAG	poster		Neural Deep Operator Networks representation of Coherent Ising Machine Dynamics	[ "Arsalan Taassob", "Davide Venturelli", "Paul Aaron Lott" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/MLNCP	https://openreview.net/forum?id=2zXPCHKt6C	poster	2312.09391	Exploiting Symmetric Temporally Sparse BPTT for Efficient RNN Training	[ "Xi Chen", "Chang Gao", "Zuowen Wang", "Longbiao Cheng", "Sheng Zhou", "Shih-Chii Liu", "Tobi Delbruck" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=zQTa2XdPnP	poster		AI4HPC: Library to Train AI Models on HPC Systems using CFD Datasets	[ "Eray Inanc", "Rakesh Sarma", "Marcel Aach", "Rocco Sedona", "Andreas Lintermann" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=xINTMAvPQA	poster		Efficient and Approximate Per-Example Gradient Norms for Gradient Noise Scale	[ "Gavia Gray", "Anshul Samar", "Joel Hestness" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=wMbe8fVjgf	poster	2401.14110	Towards Cheaper Inference in Deep Networks with Lower Bit-Width Accumulators	[ "Yaniv Blumenfeld", "Itay Hubara", "Daniel Soudry" ]	https://huggingface.co/papers/2401.14110	[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=v9xkSeDxaq	poster	2404.09886	ReffAKD: Resource-efficient Autoencoder-based Knowledge Distillation	[ "Divyang Doshi", "Jung-Eun Kim" ]		[ "https://github.com/jekimlab/reffakd" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=uq176Mm0LD	poster	2107.07173	Scene-adaptive Knowledge Distillation for Sequential Recommendation via Differentiable Architecture Search	[ "Lei Chen", "Fajie Yuan", "Jiaxi Yang", "Chengming Li", "Min Yang" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=tKqUiPUE6H	poster		Remaining-Useful-Life Prediction and Uncertainty Quantification using LSTM Ensembles for Aircraft Engines	[ "Oishi Deb", "Emmanouil Benetos", "Philip Torr" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=rBgo4Mi8vZ	oral		CoTFormer: More Tokens With Attention Make Up For Less Depth	[ "Amirkeivan Mohtashami", "Matteo Pagliardini", "Martin Jaggi" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=qScA3fL49l	poster		LightSeq: : Sequence Level Parallelism for Distributed Training of Long Context Transformers	[ "Dacheng Li", "Rulin Shao", "Anze Xie", "Eric P. Xing", "Joseph E. Gonzalez", "Ion Stoica", "Xuezhe Ma", "Hao Zhang" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=ommktfjGRp	poster	2310.20457	FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments	[ "Mert Unsal", "Ali Maatouk", "Antonio De Domenico", "Nicola Piovesan", "Fadhel Ayed" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=obE6BSiUjt	poster	2312.06881	DYAD: A Descriptive Yet Abjuring Density efficient approximation to linear neural network layers	[ "Sarin Eapen Chandy", "Varun Prashant Gangal", "Yi Yang", "Gabriel Maggiotti" ]		[ "https://github.com/asappresearch/dyad" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=oYztmXK2mu	poster		Improving Deep Ensembles without Communication	[ "Konstantinos Pitas", "Michael Arbel", "Julyan Arbel" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=nErbvDkucY	oral	2309.17224	Training and inference of large language models using 8-bit floating point	[ "Sergio P. Perez", "Yan Zhang", "James Briggs", "Charlie Blake", "Josh Levy-Kramer", "Paul Balanca", "Carlo Luschi", "Stephen Barlow", "Andrew W Fitzgibbon" ]	https://huggingface.co/papers/2309.17224	[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=lWU12ye1qa	oral		ConcatPlexer : Additional Dim1 Batching for Faster ViTs	[ "Donghoon Han", "Seunghyeon Seo", "Donghyeon Jeon", "Jiho Jang", "Chaerin Kong", "Nojun Kwak" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=ipTojoQd1f	poster	2308.15609	InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning	[ "Sharath Nittur Sridhar", "Souvik Kundu", "Sairam Sundaresan", "Maciej Szankin", "Anthony Sarah" ]	https://huggingface.co/papers/2308.15609	[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=iifVZTrqDb	poster	2307.05695	ReLoRA: High-Rank Training Through Low-Rank Updates	[ "Vladislav Lialin", "Sherin Muckatira", "Namrata Shivagunde", "Anna Rumshisky" ]	https://huggingface.co/papers/2307.05695	[ "https://github.com/guitaricet/peft_pretraining" ]	[ "ArthurFischel/Blog" ]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=iP4WcJ4EX0	poster		Sparse Iso-FLOP Transformations for Maximizing Training Efficiency	[ "Vithursan Thangarasa", "Shreyas Saxena", "Abhay Gupta", "Sean Lie" ]		[ "https://github.com/cerebrasresearch/sift" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=fhQIsEbvlN	poster		Embarrassingly Simple Dataset Distillation	[ "Yunzhen Feng", "Shanmukha Ramakrishna Vedantam", "Julia Kempe" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=e9D2STGwLJ	poster	2310.01801	Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs	[ "Suyu Ge", "Yunan Zhang", "Liyuan Liu", "Minjia Zhang", "Jiawei Han", "Jianfeng Gao" ]	https://huggingface.co/papers/2310.01801	[ "https://github.com/machilusz/fastgen" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=doQwq4kwFc	poster		A Quadratic Synchronization Rule for Distributed Deep Learning	[ "Xinran Gu", "Kaifeng Lyu", "Sanjeev Arora", "Jingzhao Zhang", "Longbo Huang" ]		[ "https://github.com/hmgxr128/qsr" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=d1KZv5aVqn	oral	2310.00811	Sparse Backpropagation for MoE Training	[ "Liyuan Liu", "Jianfeng Gao", "Weizhu Chen" ]	https://huggingface.co/papers/2310.00811	[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=ZmuLcqwzkl	poster		DAREL: Data Reduction with Losses for Training Acceleration of Real and Hypercomplex Neural Networks	[ "Alexander Vladimirovich Demidovskij", "Aleksei Trutnev", "Artem Tugarev", "Igor Salnikov", "Stanislav Pavlov" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=ZezqFPGZKS	poster		Accelerating Deep Learning using Ivy	[ "Guillermo Sanchez-Brizuela", "Ved Patwardhan", "Matthew Barrett", "Paul Anderson", "Mustafa Hani", "Daniel James Lenton" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=Y0AHNkVDeu	oral	2311.05610	Efficient Parallelization Layouts for Large-Scale Distributed Model Training	[ "Johannes Hagemann", "Samuel Weinbach", "Konstantin Dobler", "Maximilian Schall", "Gerard de Melo" ]	https://huggingface.co/papers/2311.05610	[ "https://github.com/aleph-alpha/neurips-want-submission-efficient-parallelization-layouts" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=VN4tOgbRZU	poster	2310.02885	Something for (almost) nothing: improving deep ensemble calibration using unlabeled data	[ "Konstantinos Pitas", "Julyan Arbel" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=NxpWp0IhgB	poster		LeanFlex-GKP: Advancing Hassle-Free Structured Pruning with Simple Flexible Group Count	[ "Jiamu Zhang", "Shaochen Zhong", "Andrew Ye", "Zirui Liu", "Kaixiong Zhou", "Xia Hu", "Shuai Xu", "Vipin Chaudhary" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=M0FlRiFAIW	poster	2301.13817	Patch Gradient Descent: Training Neural Networks on Very Large Images	[ "Deepak Gupta", "Gowreesh Mago", "Arnav Chavan", "Dilip Prasad", "Rajat Mani Thomas" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=Lh9CKbFV2I	poster	2312.05677	Batched Low-Rank Adaptation of Foundation Models	[ "Yeming Wen", "Swarat Chaudhuri" ]	https://huggingface.co/papers/2312.05677	[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=LHKmzWP7RN	poster		Local LoRA: Memory-Efficient Fine-Tuning of Large Language Models	[ "Oscar Key", "Jean Kaddour", "Pasquale Minervini" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=I2aJVWHA93	poster	2306.03241	Early Weight Averaging meets High Learning Rates for LLM Pre-training	[ "Sunny Sanyal", "Atula Tejaswi Neerkaje", "Jean Kaddour", "Abhishek Kumar", "sujay sanghavi" ]	https://huggingface.co/papers/2306.03241	[ "https://github.com/sanyalsunny111/early_weight_avg" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=HyyhUIdx20	poster	2311.00096	Bandit-Driven Batch Selection for Robust Learning under Label Noise	[ "Michal Lisicki", "Graham W. Taylor", "Mihai Nica" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=HsuDlFYL82	poster	2308.14929	Maestro: Uncovering Low-Rank Structures via Trainable Decomposition	[ "Samuel Horváth", "Stefanos Laskaridis", "Shashank Rajput", "Hongyi Wang" ]	https://huggingface.co/papers/2308.14929	[ "https://github.com/samuelhorvath/maestro-lod" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=GXl0agrQnI	poster		Tiny Graph Convolutional Networks with Topologically Consistent Magnitude Pruning	[ "Hichem Sahbi" ]		[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=93BaEweoRg	oral	2310.07707	MatFormer: Nested Transformer for Elastic Inference	[ "Fnu Devvrit", "Sneha Kudugunta", "Aditya Kusupati", "Tim Dettmers", "Kaifeng Chen", "Inderjit S Dhillon", "Yulia Tsvetkov", "Hannaneh Hajishirzi", "Sham M. Kakade", "Ali Farhadi", "Prateek Jain" ]	https://huggingface.co/papers/2310.07707	[ "" ]	[]	[]	[]	NeurIPS2024
Workshop/WANT	https://openreview.net/forum?id=8ApMP162qy	poster	2311.05778	DONUT-hole: DONUT Sparsification by Harnessing Knowledge and Optimizing Learning Efficiency	[ "Azhar Shaikh", "Michael Cochez", "Denis Diachkov", "Michiel de Rijcke", "Sahar Yousefi" ]		[ "" ]	[]	[]	[]	NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=PbvPwiySXz

poster

Disentangling Linear Mode Connectivity

[ "Gül Sena Altıntaş", "Gregor Bachmann", "Lorenzo Noci", "Thomas Hofmann" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=Nu3t6XX103

poster

Model Merging by Gradient Matching

[ "Nico Daheim", "Thomas Möllenhoff", "Edoardo Ponti", "Iryna Gurevych", "Mohammad Emtiyaz Khan" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=NSfecLF4Za

poster

Object-Centric Semantic Vector Quantization

[ "Yi-Fu Wu", "Minseung Lee", "Sungjin Ahn" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=LhV3Ex8fky

poster

Evaluation of Representational Similarity Scores Across Human Visual Cortex

[ "Francisco Acosta", "Colin Conwell", "Sophia Sanborn", "David A. Klindt", "Nina Miolane" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=LVYEjD25tZ

poster

Supervising Variational Autoencoder Latent Representations with Language

[ "Thomas Lu", "Aboli Marathe", "Ada Martin" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=LSSiDy7fG1

poster

Implicit Representations for Image Segmentation

[ "Jan Philipp Schneider", "Mishal Fatima", "Jovita Lukasik", "Andreas Kolb", "Margret Keuper", "Michael Moeller" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=KeiQNpb7sv

poster

Ecological data and objectives align deep neural network representations with humans

[ "Akash Nagaraj", "Alekh Karkada Ashok", "Drew Linsley", "Francis E Lewis", "Peisen Zhou", "Thomas Serre" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=KWYQu2TxhE

poster

Visual Expertise Explains Image Inversion Effects

[ "Martha Gahl", "Shubham Kulkarni", "Nikhil Pathak", "Alex Russell", "Garrison W. Cottrell" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=JYww68b9PA

poster

2402.03187

How Good is a Single Basin?

[ "Kai Lion", "Gregor Bachmann", "Lorenzo Noci", "Thomas Hofmann" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=JFnjdl2Vc2

poster

Subjective Randomness and In-Context Learning

[ "Eric J Bigelow", "Ekdeep Singh Lubana", "Robert P. Dick", "Hidenori Tanaka", "Tomer Ullman" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=J1kzuH90gg

poster

Deep Multimodal Emotion Recognition using Modality Aware Attention Network for Unifying Representations in Neural Models

[ "Sungpil Woo", "MUHAMMAD ZUBAIR", "Sunhwan Lim", "Daeyoung Kim" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=I9dkBah6Z9

poster

On Feature Learning of Recursive Feature Machines and Automatic Relevance Determination

[ "Daniel Gedon", "Amirhesam Abedsoltan", "Thomas B. Schön", "Mikhail Belkin" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=H228wa4pfk

poster

2311.13321

Revisiting Supervision for Continual Representation Learning

[ "Daniel Marczak", "Sebastian Cygert", "Tomasz Trzcinski", "Bartłomiej Twardowski" ]

https://huggingface.co/papers/2311.13321

[ "https://github.com/danielm1405/sl-vs-ssl-cl" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=GpBQYrTEPG

poster

2011.00789

Role Taxonomy of Units in Deep Neural Networks

[ "Yang Zhao", "Hao Zhang", "Xiuyuan Hu" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=GIuSksGwEp

oral

A sparse null code emerges in deep neural networks

[ "Brian S Robinson", "Nathan Drenkow", "Colin Conwell", "Michael Bonner" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=FbFyO1r7rV

poster

How does fine-tuning affect your model? Mechanistic analysis on procedural tasks

[ "Samyak Jain", "Robert Kirk", "Ekdeep Singh Lubana", "Robert P. Dick", "Hidenori Tanaka", "Tim Rocktäschel", "Edward Grefenstette", "David Krueger" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=FO646rF6MM

poster

2305.10406

Variational Classification

[ "Shehzaad Zuzar Dhuliawala", "Mrinmaya Sachan", "Carl Allen" ]

[ "https://github.com/shehzaadzd/variational-classification" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=F0Wp4KESt7

poster

Hybrid Early Fusion for Multi-Modal Biomedical Representations

[ "Konstantin Hemker", "Nikola Simidjievski", "Mateja Jamnik" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=EHvgtRcrix

oral

2401.02437

Randomly Weighted Neuromodulation in Neural Networks Facilitates Learning of Manifolds Common Across Tasks

[ "Jinyung Hong", "Theodore P. Pavlic" ]

[ "https://github.com/pavliclab/neurips2023-unireps-hong-tgsh-randomly_weighted_neuromodulation_in_neural_networks" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=C20dVLBQz0

poster

2310.18769

Linear Mode Connectivity in Sparse Neural Networks

[ "Luke McDermott", "Daniel Cummings" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=Bi8mfzjIJ3

poster

SimVAE: Narrowing the gap between Discriminative Generative Representation Learning

[ "Alice Bizeul", "Carl Allen" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=BZMzFReaiK

oral

Distributional Reinforcement Learning in the Mammalian Brain

[ "Adam S Lowet", "Qiao Zheng", "Melissa Meng", "Sara Matias", "Jan Drugowitsch", "Naoshige Uchida" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=BJ2SmiCZrM

oral

2311.09466

Soft Matching Distance: A metric on neural representations that captures single-neuron tuning

[ "Meenakshi Khosla", "Alex H Williams" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=AxRD2FF7aD

poster

Universality of intrinsic dimension of latent representations across models

[ "Teresa Scheidt", "Lars Kai Hansen" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=AE11s22jea

poster

2310.19537

On consequences of finetuning on data with highly discriminative features

[ "Wojciech Masarczyk", "Tomasz Trzcinski", "Mateusz Ostaszewski" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=9I2jTPhCku

oral

An Information-Theoretic Understanding of Maximum Manifold Capacity Representations

[ "Berivan Isik", "Victor Lecomte", "Rylan Schaeffer", "Yann LeCun", "Mikail Khona", "Ravid Shwartz-Ziv", "Sanmi Koyejo", "Andrey Gromov" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=5PYcTwpc6Z

poster

SHARCS: Shared Concept Space for Explainable Multimodal Learning

[ "Gabriele Dominici", "Pietro Barbiero", "Lucie Charlotte Magister", "Pietro Lio", "Nikola Simidjievski" ]

[ "https://github.com/gabriele-dominici/SHARCS" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=4M0hhzUGxp

poster

Sufficient conditions for offline reactivation in recurrent neural networks

[ "Nanda H Krishna", "Colin Bredenberg", "Daniel Levenstein", "Blake Aaron Richards", "Guillaume Lajoie" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=3KfD8vShwF

poster

On the universality of neural codes in vision

[ "Florentin Guth", "Brice Ménard" ]

[ "" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=2XoCArKGj1

poster

2312.10308

Event-Based Contrastive Learning for Medical Time Series

[ "Hyewon Jeong", "Nassim Oufattole", "Aparna Balagopalan", "Matthew B.A. McDermott", "Payal Chandak", "Marzyeh Ghassemi", "Collin Stultz" ]

[ "https://github.com/mit-ccrg/ebcl" ]

[]

NeurIPS2024

Workshop/UniReps

https://openreview.net/forum?id=2ApmouuUOC

poster

Multi-timescale reinforcement learning in the brain

[ "Paul Masset", "Pablo Tano", "HyungGoo Kim", "Athar N. Malik", "Alexandre Pouget", "Naoshige Uchida" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=w1Vx3iQonv

poster

Inference analysis of optical transformers

[ "Xianxin Guo", "Chenchen Wang", "Djamshid Damry" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=to9NJEMGCC

poster

Diffractive Optical Neural Networks with Arbitrary Spatial Coherence

[ "Matthew J. Filipovich", "Aleksei Malyshev", "Alexander Lvovsky" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=rabZPXiHGI

poster

2308.01719

The Data Conversion Bottleneck in Analog Computing Accelerators

[ "James Meech", "Vasileios Tsoutsouras", "Phillip Stanley-Marbell" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=n0HMpICxpU

poster

Hierarchy of the echo state property in quantum reservoir computing

[ "Shumpei Kobayashi", "Quoc Hoan Tran", "Kohei Nakajima" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=lTYd1pa8bO

poster

Contrastive power-efficient physical learning in resistor networks

[ "Menachem Stern", "Sam Dillavou", "Dinesh Jayaraman", "Douglas Durian", "Andrea Liu" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=jey92TQfUG

poster

2312.15103

Energy-Based Learning Algorithms for Analog Computing: A Comparative Study

[ "Benjamin Scellier", "Maxence Ernoult", "Jack Kendall", "Suhas Kumar" ]

[ "https://github.com/rain-neuromorphics/energy-based-learning" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=iwYCqNb0B9

poster

Expanding Spiking Neural Networks With Dendrites for Deep Learning

[ "Mark Plagge", "Suma G Cardwell", "Frances S. Chance" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=hL4zZlCvWv

poster

2311.07625

Activity Sparsity Complements Weight Sparsity for Efficient RNN Inference

[ "Rishav Mukherji", "Mark Schöne", "Khaleelulla Khan Nazeer", "Christian Mayr", "Anand Subramoney" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=fm8p9MDkd9

oral

Scaling of Optical Transformers

[ "Maxwell Anderson", "Shi-Yuan Ma", "Tianyu Wang", "Logan G. Wright", "Peter McMahon" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=fLfYeAfiCq

poster

Algebraic Design of Physical Computing System for Time-Series Generation

[ "Mizuka Komatsu", "Takaharu Yaguchi", "Kohei Nakajima" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=dz27xn3dBt

oral

2312.10153

Bayesian Metaplasticity from Synaptic Uncertainty

[ "Djohan Bonnet", "Tifenn HIRTZLIN", "Tarcisius Januel", "Thomas Dalgaty", "Damien Querlioz", "Elisa Vianello" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=aqsFLVg0tY

poster

PhyFF: Physical forward forward algorithm for in-hardware training and inference

[ "Ali Momeni", "Babak Rahmani", "Matthieu Malléjac", "Philipp del Hougne", "Romain Fleury" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=aaJ5wbrff5

poster

A Green Granular Convolutional Neural Network with Software-FPGA Co-designed Learning

[ "Yanqing Zhang", "Huaiyuan Chu" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=ZwQzLpDlQA

poster

2401.00413

Real-Time FJ/MAC PDE Solvers via Tensorized, Back-Propagation-Free Optical PINN Training

[ "Yequan Zhao", "Xian Xiao", "Xinling Yu", "Ziyue Liu", "Zhixiong Chen", "Geza Kurczveil", "Raymond G Beausoleil", "Zheng Zhang" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=YpXkH90wK0

oral

2312.02771

Scaling-up Memristor Monte Carlo with magnetic domain-wall physics

[ "Thomas Dalgaty", "Shogo Yamada", "Anca Molnos", "Eiji Kawasaki", "Thomas Mesquida", "Rummens François", "TATSUO SHIBATA", "Yukihiro Urakawa", "Yukio Terasaki", "Tomoyuki Sasaki", "Marc Duranton" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=YmzE3h5cGB

poster

2310.16320

Enhancing Low-Precision Sampling via Stochastic Gradient Hamiltonian Monte Carlo

[ "Ziyi Wang", "Yujie Chen", "Ruqi Zhang", "Qifan Song" ]

[ "https://github.com/comeusr/low-precisionsghmc" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=SMs10BPy8D

poster

2312.11716

Squeezed Edge YOLO: Onboard Object Detection on Edge Devices

[ "Edward Steven Humes", "Mozhgan Navardi", "Tinoosh Mohsenin" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=SL8VJMjOHU

poster

2312.01121

Virtual reservoir acceleration for CPU and GPU: Case study for coupled spin-torque oscillator reservoir

[ "Thomas De Jong", "Nozomi Akashi", "Tomohiro Taniguchi", "Hirofumi Notsu", "Kohei Nakajima" ]

[ "https://github.com/mathowl/reservoir_acceleration" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=QjdzXNzyrL

poster

Adjoint Method: The Connection between Analog-based Equilibrium Propagation Architectures and Neural ODEs

[ "Mohamed Watfa", "Alberto Garcia-Ortiz" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=PkduOOJOZA

poster

Beyond Digital: Harnessing Analog Hardware for Machine Learning

[ "Marvin Syed", "Kirill Kalinin", "Natalia Berloff" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=LdPkWxTjiW

oral

A Lagrangian Perspective on Dual Propagation

[ "Rasmus Høier", "Christopher Zach" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=KAiPD1OwvF

oral

2401.04491

SpiNNaker2: A Large-Scale Neuromorphic System for Event-Based and Asynchronous Machine Learning

[ "Hector Andres Gonzalez", "Jiaxin Huang", "Florian Kelber", "Khaleelulla Khan Nazeer", "Tim Hauke Langer", "Chen Liu", "Matthias Aleander Lohrmann", "Amirhossein Rostami", "Mark Schöne", "Bernhard Vogginger", "Timo Wunderlich", "Yexin Yan", "Mahmoud Akl", "Christian Mayr" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=IuN2WXtFSY

poster

Biologically-plausible hierarchical chunking on mixed-signal neuromorphic hardware

[ "Atilla Schreiber", "Shuchen Wu", "Chenxi Wu", "Giacomo Indiveri", "Eric Schulz" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=HXSgtSD1x1

poster

2208.08862

Frequency propagation: Multi-mechanism learning in nonlinear physical networks

[ "Vidyesh Rao Anisetti", "Ananth Kandala", "Benjamin Scellier", "J. M. Schwarz" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=Fik4cO7FXd

poster

The Benefits of Self-Supervised Learning for Training Physical Neural Networks

[ "Jeremie Laydevant", "Peter McMahon", "Davide Venturelli", "Paul Aaron Lott" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=FGduPFaCIa

poster

Towards low power cognitive load analysis using EEG signal: A neuromorphic computing approach

[ "Dighanchal Banerjee", "Sounak Dey", "Debatri Chatterjee", "Arpan Pal" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=EMAfVgNVrC

poster

2312.14954

Neuromorphic Co-Design as a Game

[ "Craig Vineyard", "William Severa", "James Aimone" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=BtC95j83bY

poster

Device Codesign using Reinforcement Learning and Evolutionary Optimization

[ "Catherine Schuman", "Suma G Cardwell", "Karan P. Patel", "J. Darby Smith", "Jared Arzate", "Andrew Maicke", "Samuel Liu", "Jaesuk Kwon", "Jean Anne Incorvia" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=92YxqzuGSu

poster

2401.01996

Mean-Field Assisted Deep Boltzmann Learning with Probabilistic Computers

[ "Shuvro Chowdhury", "Shaila Niazi", "Kerem Camsari" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=8fngInns3W

poster

2309.04382

Emergent learning in physical systems as feedback-based aging in a glassy landscape

[ "Vidyesh Rao Anisetti", "Ananth Kandala", "Jennifer Schwarz" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=7YUt7pQVFg

poster

Unleashing Hyperdimensional Computing with Nyström Method based Encoding

[ "Quanling Zhao", "Anthony Hitchcock Thomas", "Xiaofan Yu", "Tajana Rosing" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=6flkWTzK2H

poster

Thermodynamic AI and Thermodynamic Linear Algebra

[ "Patrick J. Coles", "Maxwell Aifer", "Kaelan Donatella", "Denis Melanson", "Max Hunter Gordon", "Thomas Dybdahl Ahle", "Daniel Simpson", "Gavin Crooks", "Antonio J Martinez", "Faris Mouti Sbahi" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=4P65OwisG9

poster

Nonlinear Classification Without a Processor

[ "Sam Dillavou", "Benjamin Beyer", "Menachem Stern", "Marc Miskin", "Andrea Liu", "Douglas Durian" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=3W3Qo3arAG

poster

Neural Deep Operator Networks representation of Coherent Ising Machine Dynamics

[ "Arsalan Taassob", "Davide Venturelli", "Paul Aaron Lott" ]

[ "" ]

[]

NeurIPS2024

Workshop/MLNCP

https://openreview.net/forum?id=2zXPCHKt6C

poster

2312.09391

Exploiting Symmetric Temporally Sparse BPTT for Efficient RNN Training

[ "Xi Chen", "Chang Gao", "Zuowen Wang", "Longbiao Cheng", "Sheng Zhou", "Shih-Chii Liu", "Tobi Delbruck" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=zQTa2XdPnP

poster

AI4HPC: Library to Train AI Models on HPC Systems using CFD Datasets

[ "Eray Inanc", "Rakesh Sarma", "Marcel Aach", "Rocco Sedona", "Andreas Lintermann" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=xINTMAvPQA

poster

Efficient and Approximate Per-Example Gradient Norms for Gradient Noise Scale

[ "Gavia Gray", "Anshul Samar", "Joel Hestness" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=wMbe8fVjgf

poster

2401.14110

Towards Cheaper Inference in Deep Networks with Lower Bit-Width Accumulators

[ "Yaniv Blumenfeld", "Itay Hubara", "Daniel Soudry" ]

https://huggingface.co/papers/2401.14110

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=v9xkSeDxaq

poster

2404.09886

ReffAKD: Resource-efficient Autoencoder-based Knowledge Distillation

[ "Divyang Doshi", "Jung-Eun Kim" ]

[ "https://github.com/jekimlab/reffakd" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=uq176Mm0LD

poster

2107.07173

Scene-adaptive Knowledge Distillation for Sequential Recommendation via Differentiable Architecture Search

[ "Lei Chen", "Fajie Yuan", "Jiaxi Yang", "Chengming Li", "Min Yang" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=tKqUiPUE6H

poster

Remaining-Useful-Life Prediction and Uncertainty Quantification using LSTM Ensembles for Aircraft Engines

[ "Oishi Deb", "Emmanouil Benetos", "Philip Torr" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=rBgo4Mi8vZ

oral

CoTFormer: More Tokens With Attention Make Up For Less Depth

[ "Amirkeivan Mohtashami", "Matteo Pagliardini", "Martin Jaggi" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=qScA3fL49l

poster

LightSeq: : Sequence Level Parallelism for Distributed Training of Long Context Transformers

[ "Dacheng Li", "Rulin Shao", "Anze Xie", "Eric P. Xing", "Joseph E. Gonzalez", "Ion Stoica", "Xuezhe Ma", "Hao Zhang" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=ommktfjGRp

poster

2310.20457

FlexTrain: A Dynamic Training Framework for Heterogeneous Devices Environments

[ "Mert Unsal", "Ali Maatouk", "Antonio De Domenico", "Nicola Piovesan", "Fadhel Ayed" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=obE6BSiUjt

poster

2312.06881

DYAD: A Descriptive Yet Abjuring Density efficient approximation to linear neural network layers

[ "Sarin Eapen Chandy", "Varun Prashant Gangal", "Yi Yang", "Gabriel Maggiotti" ]

[ "https://github.com/asappresearch/dyad" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=oYztmXK2mu

poster

Improving Deep Ensembles without Communication

[ "Konstantinos Pitas", "Michael Arbel", "Julyan Arbel" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=nErbvDkucY

oral

2309.17224

Training and inference of large language models using 8-bit floating point

[ "Sergio P. Perez", "Yan Zhang", "James Briggs", "Charlie Blake", "Josh Levy-Kramer", "Paul Balanca", "Carlo Luschi", "Stephen Barlow", "Andrew W Fitzgibbon" ]

https://huggingface.co/papers/2309.17224

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=lWU12ye1qa

oral

ConcatPlexer : Additional Dim1 Batching for Faster ViTs

[ "Donghoon Han", "Seunghyeon Seo", "Donghyeon Jeon", "Jiho Jang", "Chaerin Kong", "Nojun Kwak" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=ipTojoQd1f

poster

2308.15609

InstaTune: Instantaneous Neural Architecture Search During Fine-Tuning

[ "Sharath Nittur Sridhar", "Souvik Kundu", "Sairam Sundaresan", "Maciej Szankin", "Anthony Sarah" ]

https://huggingface.co/papers/2308.15609

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=iifVZTrqDb

poster

2307.05695

ReLoRA: High-Rank Training Through Low-Rank Updates

[ "Vladislav Lialin", "Sherin Muckatira", "Namrata Shivagunde", "Anna Rumshisky" ]

https://huggingface.co/papers/2307.05695

[ "https://github.com/guitaricet/peft_pretraining" ]

[ "ArthurFischel/Blog" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=iP4WcJ4EX0

poster

Sparse Iso-FLOP Transformations for Maximizing Training Efficiency

[ "Vithursan Thangarasa", "Shreyas Saxena", "Abhay Gupta", "Sean Lie" ]

[ "https://github.com/cerebrasresearch/sift" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=fhQIsEbvlN

poster

Embarrassingly Simple Dataset Distillation

[ "Yunzhen Feng", "Shanmukha Ramakrishna Vedantam", "Julia Kempe" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=e9D2STGwLJ

poster

2310.01801

Model Tells You What to Discard: Adaptive KV Cache Compression for LLMs

[ "Suyu Ge", "Yunan Zhang", "Liyuan Liu", "Minjia Zhang", "Jiawei Han", "Jianfeng Gao" ]

https://huggingface.co/papers/2310.01801

[ "https://github.com/machilusz/fastgen" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=doQwq4kwFc

poster

A Quadratic Synchronization Rule for Distributed Deep Learning

[ "Xinran Gu", "Kaifeng Lyu", "Sanjeev Arora", "Jingzhao Zhang", "Longbo Huang" ]

[ "https://github.com/hmgxr128/qsr" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=d1KZv5aVqn

oral

2310.00811

Sparse Backpropagation for MoE Training

[ "Liyuan Liu", "Jianfeng Gao", "Weizhu Chen" ]

https://huggingface.co/papers/2310.00811

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=ZmuLcqwzkl

poster

DAREL: Data Reduction with Losses for Training Acceleration of Real and Hypercomplex Neural Networks

[ "Alexander Vladimirovich Demidovskij", "Aleksei Trutnev", "Artem Tugarev", "Igor Salnikov", "Stanislav Pavlov" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=ZezqFPGZKS

poster

Accelerating Deep Learning using Ivy

[ "Guillermo Sanchez-Brizuela", "Ved Patwardhan", "Matthew Barrett", "Paul Anderson", "Mustafa Hani", "Daniel James Lenton" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=Y0AHNkVDeu

oral

2311.05610

Efficient Parallelization Layouts for Large-Scale Distributed Model Training

[ "Johannes Hagemann", "Samuel Weinbach", "Konstantin Dobler", "Maximilian Schall", "Gerard de Melo" ]

https://huggingface.co/papers/2311.05610

[ "https://github.com/aleph-alpha/neurips-want-submission-efficient-parallelization-layouts" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=VN4tOgbRZU

poster

2310.02885

Something for (almost) nothing: improving deep ensemble calibration using unlabeled data

[ "Konstantinos Pitas", "Julyan Arbel" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=NxpWp0IhgB

poster

LeanFlex-GKP: Advancing Hassle-Free Structured Pruning with Simple Flexible Group Count

[ "Jiamu Zhang", "Shaochen Zhong", "Andrew Ye", "Zirui Liu", "Kaixiong Zhou", "Xia Hu", "Shuai Xu", "Vipin Chaudhary" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=M0FlRiFAIW

poster

2301.13817

Patch Gradient Descent: Training Neural Networks on Very Large Images

[ "Deepak Gupta", "Gowreesh Mago", "Arnav Chavan", "Dilip Prasad", "Rajat Mani Thomas" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=Lh9CKbFV2I

poster

2312.05677

Batched Low-Rank Adaptation of Foundation Models

[ "Yeming Wen", "Swarat Chaudhuri" ]

https://huggingface.co/papers/2312.05677

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=LHKmzWP7RN

poster

Local LoRA: Memory-Efficient Fine-Tuning of Large Language Models

[ "Oscar Key", "Jean Kaddour", "Pasquale Minervini" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=I2aJVWHA93

poster

2306.03241

Early Weight Averaging meets High Learning Rates for LLM Pre-training

[ "Sunny Sanyal", "Atula Tejaswi Neerkaje", "Jean Kaddour", "Abhishek Kumar", "sujay sanghavi" ]

https://huggingface.co/papers/2306.03241

[ "https://github.com/sanyalsunny111/early_weight_avg" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=HyyhUIdx20

poster

2311.00096

Bandit-Driven Batch Selection for Robust Learning under Label Noise

[ "Michal Lisicki", "Graham W. Taylor", "Mihai Nica" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=HsuDlFYL82

poster

2308.14929

Maestro: Uncovering Low-Rank Structures via Trainable Decomposition

[ "Samuel Horváth", "Stefanos Laskaridis", "Shashank Rajput", "Hongyi Wang" ]

https://huggingface.co/papers/2308.14929

[ "https://github.com/samuelhorvath/maestro-lod" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=GXl0agrQnI

poster

Tiny Graph Convolutional Networks with Topologically Consistent Magnitude Pruning

[ "Hichem Sahbi" ]

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=93BaEweoRg

oral

2310.07707

MatFormer: Nested Transformer for Elastic Inference

[ "Fnu Devvrit", "Sneha Kudugunta", "Aditya Kusupati", "Tim Dettmers", "Kaifeng Chen", "Inderjit S Dhillon", "Yulia Tsvetkov", "Hannaneh Hajishirzi", "Sham M. Kakade", "Ali Farhadi", "Prateek Jain" ]

https://huggingface.co/papers/2310.07707

[ "" ]

[]

NeurIPS2024

Workshop/WANT

https://openreview.net/forum?id=8ApMP162qy

poster

2311.05778

DONUT-hole: DONUT Sparsification by Harnessing Knowledge and Optimizing Learning Efficiency

[ "Azhar Shaikh", "Michael Cochez", "Denis Diachkov", "Michiel de Rijcke", "Sahar Yousefi" ]

[ "" ]

[]

NeurIPS2024