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Oral
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Tue 8:00
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Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks
Liam Collins · Hamed Hassani · Mahdi Soltanolkotabi · Aryan Mokhtari · Sanjay Shakkottai
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Poster
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Thu 4:30
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Benign Overfitting in Two-Layer ReLU Convolutional Neural Networks for XOR Data
Xuran Meng · Difan Zou · Yuan Cao
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Poster
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Thu 4:30
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Neural Collapse for Cross-entropy Class-Imbalanced Learning with Unconstrained ReLU Features Model
Hien Dang · Tho Tran Huu · Tan Nguyen · Nhat Ho
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Poster
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Wed 2:30
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ReLU to the Rescue: Improve Your On-Policy Actor-Critic with Positive Advantages
Andrew Jesson · Christopher Lu · Gunshi Gupta · Nicolas Beltran-Velez · Angelos Filos · Jakob Foerster · Yarin Gal
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Poster
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Thu 2:30
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Convex Relaxations of ReLU Neural Networks Approximate Global Optima in Polynomial Time
Sungyoon Kim · Mert Pilanci
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Poster
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Wed 4:30
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Universal Consistency of Wide and Deep ReLU Neural Networks and Minimax Optimal Convergence Rates for Kolmogorov-Donoho Optimal Function Classes
Hyunouk Ko · Xiaoming Huo
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Poster
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Wed 2:30
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Symmetric Matrix Completion with ReLU Sampling
Huikang Liu · Peng Wang · Longxiu Huang · Qing Qu · Laura Balzano
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Poster
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Thu 2:30
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Stochastic Bandits with ReLU Neural Networks
Kan Xu · Hamsa Bastani · Surbhi Goel · Osbert Bastani
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Poster
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Thu 4:30
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Activation-Descent Regularization for Input Optimization of ReLU Networks
Hongzhan Yu · Sicun Gao
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Poster
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Tue 4:30
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ReLU Network with Width d+O(1) Can Achieve Optimal Approximation Rate
Chenghao Liu · Minghua Chen
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Poster
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Tue 4:30
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Provable Multi-Task Representation Learning by Two-Layer ReLU Neural Networks
Liam Collins · Hamed Hassani · Mahdi Soltanolkotabi · Aryan Mokhtari · Sanjay Shakkottai
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Poster
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Tue 4:30
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The Effect of Weight Precision on the Neuron Count in Deep ReLU Networks
Songhua He · Periklis Papakonstantinou
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