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Oral
Tue 2:10 Sparsity-Constrained Optimal Transport
Tianlin Liu · Joan Puigcerver · Mathieu Blondel
Poster
Tue 2:30 Sparsity-Constrained Optimal Transport
Tianlin Liu · Joan Puigcerver · Mathieu Blondel
Poster
Tue 7:30 The Lazy Neuron Phenomenon: On Emergence of Activation Sparsity in Transformers
Zonglin Li · Chong You · Srinadh Bhojanapalli · Daliang Li · Ankit Singh Rawat · Sashank Reddi · Ke Ye · Felix Chern · Felix Yu · Ruiqi Guo · Sanjiv Kumar
Workshop
Fri 0:00 ICLR 2023 Workshop on Sparsity in Neural Networks: On practical limitations and tradeoffs between sustainability and efficiency
Baharan Mirzasoleiman · Zhangyang Wang · Decebal Constantin Mocanu · Elena Mocanu · Utku Evci · Trevor Gale · Aleksandra Nowak · Ghada Sokar · Zahra Atashgahi
Poster
Exponential Generalization Bounds with Near-Optimal Rates for Lq-Stable Algorithms
Xiaotong Yuan · Ping Li
Poster
Tue 2:30 LilNetX: Lightweight Networks with EXtreme Model Compression and Structured Sparsification
Sharath Girish · Kamal Gupta · Saurabh Singh · Abhinav Shrivastava
Poster
Mon 2:30 Sparsity May Cry: Let Us Fail (Current) Sparse Neural Networks Together!
Shiwei Liu · Tianlong Chen · Zhenyu Zhang · Xuxi Chen · Tianjin Huang · AJAY JAISWAL · Zhangyang Wang
Poster
Minimum Variance Unbiased N:M Sparsity for the Neural Gradients
Brian Chmiel · Itay Hubara · Ron Banner · Daniel Soudry
Poster
Mon 7:30 Implicit Bias of Large Depth Networks: a Notion of Rank for Nonlinear Functions
Arthur Jacot
Oral
Tue 6:00 Minimalistic Unsupervised Representation Learning with the Sparse Manifold Transform
Yubei Chen · Zeyu Yun · Yi Ma · Bruno Olshausen · Yann LeCun
Poster
CrAM: A Compression-Aware Minimizer
Alexandra Peste · Adrian Vladu · Eldar Kurtic · Christoph H Lampert · Dan Alistarh
Poster
Pruning Deep Neural Networks from a Sparsity Perspective
Enmao Diao · Ganghua Wang · Jiawei Zhang · Yuhong Yang · Jie Ding · VAHID TAROKH