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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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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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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 |
Provably sample-efficient RL with side information about latent dynamics Yao Liu · Dipendra Misra · Miro Dudik · Robert Schapire |
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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 |
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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Wed 14:00 |
Efficient Sampling on Riemannian Manifolds via Langevin MCMC Xiang Cheng · Jingzhao Zhang · Suvrit Sra |
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Workshop
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SMILE: Sample-to-feature MIxup for Efficient Transfer LEarning Xingjian Li · Haoyi Xiong · Cheng-Zhong Xu · Dejing Dou |
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Poster
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Tue 14:00 |
Planning for Sample Efficient Imitation Learning Zhao-Heng Yin · Weirui Ye · Qifeng Chen · Yang Gao |