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Poster
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Wed 16:30
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Last-Iterate Global Convergence of Policy Gradients for Constrained Reinforcement Learning
Alessandro Montenegro · Marco Mussi · Matteo Papini · Alberto Maria Metelli
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Poster
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Thu 16:30
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Uniform Last-Iterate Guarantee for Bandits and Reinforcement Learning
Junyan Liu · Yunfan Li · Ruosong Wang · Lin Yang
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Poster
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Fri 11:00
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Fast Last-Iterate Convergence of Learning in Games Requires Forgetful Algorithms
Yang Cai · Gabriele Farina · Julien Grand-Clément · Christian Kroer · Chung-Wei Lee · Haipeng Luo · Weiqiang Zheng
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Poster
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Fri 11:00
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Exploiting the Replay Memory Before Exploring the Environment: Enhancing Reinforcement Learning Through Empirical MDP Iteration
Hongming Zhang · Chenjun Xiao · Chao Gao · Han Wang · bo xu · Martin Müller
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Workshop
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Sun 9:50
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Lightning Talk: Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning
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Poster
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DeltaDEQ: Exploiting Heterogeneous Convergence for Accelerating Deep Equilibrium Iterations
Zuowen Wang · Longbiao Cheng · Pehuen Moure · Niklas Hahn · Shih-Chii Liu
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Poster
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Wed 16:30
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REBORN: Reinforcement-Learned Boundary Segmentation with Iterative Training for Unsupervised ASR
Liang-Hsuan Tseng · En-Pei Hu · Cheng-Han Chiang · Yuan Tseng · Hung-yi Lee · Lin-shan Lee · Shao-Hua Sun
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Poster
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Fri 11:00
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Online Iterative Reinforcement Learning from Human Feedback with General Preference Model
Chenlu Ye · Wei Xiong · Yuheng Zhang · Hanze Dong · Nan Jiang · Tong Zhang
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Poster
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Thu 16:30
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Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios
Shantanu Jaiswal · Debaditya Roy · Basura Fernando · Cheston Tan
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Poster
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Fri 16:30
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Iteratively Refined Behavior Regularization for Offline Reinforcement Learning
Yi Ma · Jianye Hao · Xiaohan Hu · YAN ZHENG · Chenjun Xiao
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Poster
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Thu 16:30
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OptEx: Expediting First-Order Optimization with Approximately Parallelized Iterations
Yao Shu · Jiongfeng Fang · Ying He · Fei Yu
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Poster
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Fri 11:00
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UQ-Guided Hyperparameter Optimization for Iterative Learners
Jiesong Liu · Feng Zhang · Jiawei Guan · Xipeng Shen
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