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Poster
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Tue 17:00 |
Implicit Convex Regularizers of CNN Architectures: Convex Optimization of Two- and Three-Layer Networks in Polynomial Time Tolga Ergen · Mert Pilanci |
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Poster
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Tue 17:00 |
Fuzzy Tiling Activations: A Simple Approach to Learning Sparse Representations Online Yangchen Pan · Kirby Banman · Martha White |
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Spotlight
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Tue 12:40 |
Implicit Convex Regularizers of CNN Architectures: Convex Optimization of Two- and Three-Layer Networks in Polynomial Time Tolga Ergen · Mert Pilanci |
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Poster
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Mon 17:00 |
Learning a Latent Simplex in Input Sparsity Time Ainesh Bakshi · Chiranjib Bhattacharyya · Ravi Kannan · David Woodruff · Samson Zhou |
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Poster
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Mon 1:00 |
Progressive Skeletonization: Trimming more fat from a network at initialization Pau de Jorge Aranda · Amartya Sanyal · Harkirat Singh Behl · Philip Torr · Grégory Rogez · Puneet Dokania |
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Poster
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Mon 17:00 |
Layer-adaptive Sparsity for the Magnitude-based Pruning Jaeho Lee · Sejun Park · Sangwoo Mo · Sungsoo Ahn · Jinwoo Shin |
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Poster
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Mon 9:00 |
Pruning Neural Networks at Initialization: Why Are We Missing the Mark? Jonathan Frankle · Gintare Dziugaite · Anonymous A Author · Michael Carbin |
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Spotlight
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Thu 20:58 |
Learning a Latent Simplex in Input Sparsity Time Ainesh Bakshi · Chiranjib Bhattacharyya · Ravi Kannan · David Woodruff · Samson Zhou |
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Poster
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Mon 1:00 |
Learning N:M Fine-grained Structured Sparse Neural Networks From Scratch Aojun Zhou · Yukun Ma · Junnan Zhu · Jianbo Liu · Zhijie Zhang · Kun Yuan · Wenxiu Sun · Hongsheng Li |
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Poster
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Thu 17:00 |
Convex Regularization behind Neural Reconstruction Arda Sahiner · Morteza Mardani · Batu Ozturkler · Mert Pilanci · John M Pauly |
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Poster
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Thu 9:00 |
BSQ: Exploring Bit-Level Sparsity for Mixed-Precision Neural Network Quantization Huanrui Yang · Lin Duan · Yiran Chen · Hai Li |
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Poster
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Tue 9:00 |
Rethinking Attention with Performers Krzysztof Choromanski · Valerii Likhosherstov · David Dohan · Xingyou Song · Georgiana-Andreea Gane · Tamas Sarlos · Peter Hawkins · Jared Q Davis · Afroz Mohiuddin · Lukasz Kaiser · David Belanger · Lucy J Colwell · Adrian Weller |