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Workshop
Fri 6:30 Data-Efficient Training of Autoencoders for Mildly Non-Linear Problems
Muhammad Al-Digeil
Workshop
Fri 10:30 Keynote 5: Song Han. Title: TinyTL: Reduce Memory, Not Parameters for Efficient On-Device Training
Spotlight
Tue 21:43 Memory Optimization for Deep Networks
Aashaka Shah · Chao-Yuan Wu · Jayashree Mohan · Vijay Chidambaram · Philipp Krähenbühl
Poster
Tue 17:00 Memory Optimization for Deep Networks
Aashaka Shah · Chao-Yuan Wu · Jayashree Mohan · Vijay Chidambaram · Philipp Krähenbühl
Poster
Thu 17:00 CPT: Efficient Deep Neural Network Training via Cyclic Precision
Yonggan Fu · Han Guo · Meng Li · Xin Yang · Yining Ding · Vikas Chandra · Yingyan Lin
Spotlight
Wed 20:50 CPT: Efficient Deep Neural Network Training via Cyclic Precision
Yonggan Fu · Han Guo · Meng Li · Xin Yang · Yining Ding · Vikas Chandra · Yingyan Lin
Poster
Mon 9:00 Rethinking Embedding Coupling in Pre-trained Language Models
Hyung Won Chung · Thibault Fevry · Henry Tsai · Melvin Johnson · Sebastian Ruder
Poster
Thu 1:00 Efficient Inference of Flexible Interaction in Spiking-neuron Networks
Feng Zhou · Yixuan Zhang · Jun Zhu
Spotlight
Mon 12:25 Sharpness-aware Minimization for Efficiently Improving Generalization
Pierre Foret · Ariel Kleiner · Hossein Mobahi · Behnam Neyshabur
Poster
Wed 9:00 Sharpness-aware Minimization for Efficiently Improving Generalization
Pierre Foret · Ariel Kleiner · Hossein Mobahi · Behnam Neyshabur
Poster
Wed 9:00 Training independent subnetworks for robust prediction
Marton Havasi · Rodolphe Jenatton · Stanislav Fort · Jeremiah Zhe Liu · Jasper Snoek · Balaji Lakshminarayanan · Andrew Dai · Dustin Tran
Poster
Mon 1:00 Training with Quantization Noise for Extreme Model Compression
Pierre Stock · Angela Fan · Benjamin Graham · Edouard Grave · Rémi Gribonval · Hervé Jégou · Armand Joulin