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Poster
Thu 13:30 Shortest Edit Path Crossover: A Theory-driven Solution to the Permutation Problem in Evolutionary Neural Architecture Search
Xin Qiu · Risto Miikkulainen
Workshop
Fri 15:15 MindDial: Belief Dynamics Tracking with Theory-of-Mind Modeling for Neural Dialogue Generation
Shuwen Qiu · Song-Chun Zhu · Zilong Zheng
Wed 20:45 Information Theory at ICML: A Confluence of Minds
Yao Xie
Poster
Tue 14:00 Regularization and Variance-Weighted Regression Achieves Minimax Optimality in Linear MDPs: Theory and Practice
Toshinori Kitamura · Tadashi Kozuno · Yunhao Tang · Nino Vieillard · Michal Valko · Wenhao Yang · Jincheng Mei · Pierre Menard · Mohammad Gheshlaghi Azar · Remi Munos · Olivier Pietquin · Matthieu Geist · Csaba Szepesvari · Wataru Kumagai · Yutaka Matsuo
Poster
Thu 16:30 Theory on Forgetting and Generalization of Continual Learning
Sen Lin · Peizhong Ju · Yingbin LIANG · Ness Shroff
Poster
Tue 17:00 Tensor Decompositions Meet Control Theory: Learning General Mixtures of Linear Dynamical Systems
Ainesh Bakshi · Allen Liu · Ankur Moitra · morris yau
Poster
Tue 17:00 Learn to Accumulate Evidence from All Training Samples: Theory and Practice
Deep Pandey · Qi Yu
Poster
Tue 17:00 A General Theory for Federated Optimization with Asynchronous and Heterogeneous Clients Updates
Yann Fraboni · Richard Vidal · Laetitia Kameni · Marco Lorenzi
Poster
Tue 17:00 A theory of representation learning gives a deep generalisation of kernel methods
Adam Yang · Maxime Robeyns · Edward Milsom · Ben Anson · Nandi Schoots · Laurence Aitchison
Poster
Wed 14:00 Effective Minkowski Dimension of Deep Nonparametric Regression: Function Approximation and Statistical Theories
Zixuan Zhang · Minshuo Chen · Mengdi Wang · Wenjing Liao · Tuo Zhao
Poster
Wed 14:00 An SDE for Modeling SAM: Theory and Insights
Enea Monzio Compagnoni · Luca Biggio · Antonio Orvieto · Frank Proske · Hans Kersting · Aurelien Lucchi
Poster
Wed 17:00 Revisiting Discriminative vs. Generative Classifiers: Theory and Implications
Chenyu Zheng · Guoqiang Wu · Fan Bao · Yue Cao · Chongxuan Li · Jun Zhu