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42 Results
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Poster
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Wed 14:00 |
Sample-Efficient Reinforcement Learning of Partially Observable Markov Games Qinghua Liu · Csaba Szepesvari · Chi Jin |
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Poster
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Wed 9:00 |
A Few Expert Queries Suffices for Sample-Efficient RL with Resets and Linear Value Approximation Philip Amortila · Nan Jiang · Dhruv Madeka · Dean Foster |
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Poster
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Tue 9:00 |
Provably sample-efficient RL with side information about latent dynamics Yao Liu · Dipendra Misra · Miro Dudik · Robert Schapire |
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Workshop
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Sample-efficient Adversarial Imitation Learning Dahuin Jung · Hyungyu Lee · Sungroh Yoon |
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Poster
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Tue 9:00 |
Active Surrogate Estimators: An Active Learning Approach to Label-Efficient Model Evaluation Jannik Kossen · Sebastian Farquhar · Yarin Gal · Thomas Rainforth |
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Workshop
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Fri 11:30 |
Transformers are Sample-Efficient World Models Vincent Micheli · Eloi Alonso · François Fleuret |
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Workshop
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A General Framework for Sample-Efficient Function Approximation in Reinforcement Learning Zixiang Chen · Chris Junchi Li · Angela Yuan · Quanquan Gu · Michael Jordan |
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Poster
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Tue 9:00 |
Sample-Efficient Learning of Correlated Equilibria in Extensive-Form Games Ziang Song · Song Mei · Yu Bai |
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Workshop
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Sample-Efficient Reinforcement Learning by Breaking the Replay Ratio Barrier Pierluca D'Oro · Max Schwarzer · Evgenii Nikishin · Pierre-Luc Bacon · Marc Bellemare · Aaron Courville |
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Poster
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Wed 9:00 |
On the Statistical Efficiency of Reward-Free Exploration in Non-Linear RL Jinglin Chen · Aditya Modi · Akshay Krishnamurthy · Nan Jiang · Alekh Agarwal |
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Poster
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Tue 14:00 |
Near-Optimal Sample Complexity Bounds for Constrained MDPs Sharan Vaswani · Lin Yang · Csaba Szepesvari |
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Poster
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Tue 14:00 |
Minimax-Optimal Multi-Agent RL in Markov Games With a Generative Model Gen Li · Yuejie Chi · Yuting Wei · Yuxin Chen |