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Poster
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Wed 16:30
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CONTRAST: Continual Multi-source Adaptation to Dynamic Distributions
Sk Miraj Ahmed · Fahim Faisal Niloy · Xiangyu Chang · Dripta S. Raychaudhuri · Samet Oymak · Amit Roy-Chowdhury
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Workshop
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Optimal Protocols for Continual Learning via Statistical Physics and Control Theory
Francesco Mori · Stefano Sarao Mannelli · Francesca Mignacco
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Poster
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Wed 16:30
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Separation and Bias of Deep Equilibrium Models on Expressivity and Learning Dynamics
Zhoutong Wu · Yimu Zhang · Cong Fang · Zhouchen Lin
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Poster
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Wed 16:30
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Marrying Causal Representation Learning with Dynamical Systems for Science
Dingling Yao · Caroline Muller · Francesco Locatello
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Workshop
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Understanding Simplicity Bias towards Compositional Mappings via Learning Dynamics
Yi Ren · Danica J. Sutherland
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Workshop
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How do students become teachers: A dynamical analysis for two-layer neural networks
Zhenyu Zhu · Fanghui Liu · Volkan Cevher
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Poster
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Thu 16:30
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PureGen: Universal Data Purification for Train-Time Poison Defense via Generative Model Dynamics
Omead Pooladzandi · Sunay Bhat · Jeffrey Jiang · Alexander Branch · Gregory Pottie
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Poster
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Fri 11:00
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Learning Complete Protein Representation by Dynamically Coupling of Sequence and Structure
Bozhen Hu · Cheng Tan · Jun Xia · Yue Liu · Lirong Wu · Jiangbin Zheng · Yongjie Xu · Yufei Huang · Stan Z. Li
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Poster
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Thu 16:30
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Does Worst-Performing Agent Lead the Pack? Analyzing Agent Dynamics in Unified Distributed SGD
Jie Hu · Yi-Ting Ma · Do-Young Eun
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Workshop
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Crafting Global Optimizers to Reasoning Tasks via Algebraic Objects in Neural Nets
Yuandong Tian
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Poster
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Wed 16:30
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Unraveling the Gradient Descent Dynamics of Transformers
Bingqing Song · Boran Han · Shuai Zhang · Jie Ding · Mingyi Hong
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Poster
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Wed 16:30
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An Equivalence Between Static and Dynamic Regret Minimization
Andrew Jacobsen · Francesco Orabona
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