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Poster
Tue 8:30 A Critical Look at the Consistency of Causal Estimation with Deep Latent Variable Models
Severi Rissanen · Pekka Marttinen
Poster
Wed 0:30 Iterative Teacher-Aware Learning
Luyao Yuan · Dongruo Zhou · Junhong Shen · Jingdong Gao · Jeffrey L Chen · Quanquan Gu · Ying Nian Wu · Song-Chun Zhu
Poster
Thu 16:30 An Exponential Lower Bound for Linearly Realizable MDP with Constant Suboptimality Gap
Yuanhao Wang · Ruosong Wang · Sham Kakade
Poster
Tue 8:30 Analysis of one-hidden-layer neural networks via the resolvent method
Vanessa Piccolo · Dominik Schröder
Workshop
Mon 6:00 Regularity theory of optimal transport maps
Alessio Figalli
Poster
Thu 16:30 Why Lottery Ticket Wins? A Theoretical Perspective of Sample Complexity on Sparse Neural Networks
Shuai Zhang · Meng Wang · Sijia Liu · Pin-Yu Chen · Jinjun Xiong
Poster
Fri 8:30 Towards Lower Bounds on the Depth of ReLU Neural Networks
Christoph Hertrich · Amitabh Basu · Marco Di Summa · Martin Skutella
Poster
Wed 0:30 Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning
Muhan Zhang · Pan Li · Yinglong Xia · Kai Wang · Long Jin
Poster
Tue 8:30 Bandits with Knapsacks beyond the Worst Case
Karthik Abinav Sankararaman · Aleksandrs Slivkins
Poster
Tue 8:30 Provable Model-based Nonlinear Bandit and Reinforcement Learning: Shelve Optimism, Embrace Virtual Curvature
Kefan Dong · Jiaqi Yang · Tengyu Ma
Poster
Fri 8:30 Analytic Study of Families of Spurious Minima in Two-Layer ReLU Neural Networks: A Tale of Symmetry II
Yossi Arjevani · Michael Field
Workshop
Mon 11:55 Benefits of using optimal transport in computational learning and inversion
Yunan Yang