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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
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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
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Transformers are Sample-Efficient World Models
Vincent Micheli · Eloi Alonso · François Fleuret
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Poster
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Wed 14:00
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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
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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
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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
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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
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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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Workshop
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IMPON: Efficient IMPortance sampling with ONline regression for rapid neural network training
Vignesh Ganapathiraman · Francisco Calderon · Anila Joshi
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