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72 Results
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Poster
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Mon 1:00 |
Solving Compositional Reinforcement Learning Problems via Task Reduction Yunfei Li · Yilin Wu · Huazhe Xu · Xiaolong Wang · Yi Wu |
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Workshop
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Fri 9:00 |
Contributed Talk #2: Reward and Optimality Empowerments: Information-Theoretic Measures for Task Complexity in Deep Reinforcement Learning Hiroki Furuta · Tatsuya Matsushima · Tadashi Kozuno · Yutaka Matsuo · Sergey Levine · Ofir Nachum · Shixiang Gu |
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Poster
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Mon 9:00 |
Rapid Task-Solving in Novel Environments Samuel Ritter · Ryan Faulkner · Laurent Sartran · Adam Santoro · Matthew Botvinick · David Raposo |
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Poster
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Wed 9:00 |
Learning Task-General Representations with Generative Neuro-Symbolic Modeling Reuben Feinman · Brenden Lake |
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Poster
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Wed 1:00 |
Learning Task Decomposition with Ordered Memory Policy Network Yuchen Lu · Yikang Shen · Siyuan Zhou · Aaron Courville · Joshua B Tenenbaum · Chuang Gan |
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Poster
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Wed 1:00 |
Efficient Continual Learning with Modular Networks and Task-Driven Priors Tom Veniat · Ludovic Denoyer · Marc'Aurelio Ranzato |
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Poster
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Mon 9:00 |
Plan-Based Relaxed Reward Shaping for Goal-Directed Tasks Ingmar Schubert · Ozgur Oguz · Marc Toussaint |
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Poster
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Wed 17:00 |
Modelling Hierarchical Structure between Dialogue Policy and Natural Language Generator with Option Framework for Task-oriented Dialogue System Jianhong Wang · Yuan Zhang · Tae-Kyun Kim · Yunjie Gu |
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Poster
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Wed 1:00 |
IEPT: Instance-Level and Episode-Level Pretext Tasks for Few-Shot Learning Manli Zhang · Jianhong Zhang · Zhiwu Lu · Tao Xiang · Mingyu Ding · Songfang Huang |
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Poster
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Wed 1:00 |
Return-Based Contrastive Representation Learning for Reinforcement Learning Guoqing Liu · Chuheng Zhang · Li Zhao · Tao Qin · Jinhua Zhu · Li Jian · Nenghai Yu · Tie-Yan Liu |
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Poster
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Thu 9:00 |
A Mathematical Exploration of Why Language Models Help Solve Downstream Tasks Nikunj Umesh Saunshi · Sadhika Malladi · Sanjeev Arora |
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Poster
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Mon 9:00 |
Extracting Strong Policies for Robotics Tasks from Zero-Order Trajectory Optimizers Cristina Pinneri · Shambhuraj Sawant · Sebastian Blaes · Georg Martius |