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Workshop
Sample-efficient Adversarial Imitation Learning
Dahuin Jung · Hyungyu Lee · Sungroh Yoon
Poster
Tue 9:00 Active Surrogate Estimators: An Active Learning Approach to Label-Efficient Model Evaluation
Jannik Kossen · Sebastian Farquhar · Yarin Gal · Thomas Rainforth
Workshop
Fri 11:30 Transformers are Sample-Efficient World Models
Vincent Micheli · Eloi Alonso · Fran├žois Fleuret
Poster
Wed 14:00 Sample-Efficient Reinforcement Learning of Partially Observable Markov Games
Qinghua Liu · Csaba Szepesvari · Chi Jin
Workshop
A General Framework for Sample-Efficient Function Approximation in Reinforcement Learning
Zixiang Chen · Chris Junchi Li · Angela Yuan · Quanquan Gu · Michael Jordan
Poster
Tue 9:00 Provably sample-efficient RL with side information about latent dynamics
Yao Liu · Dipendra Misra · Miro Dudik · Robert Schapire
Poster
Tue 9:00 Sample-Efficient Learning of Correlated Equilibria in Extensive-Form Games
Ziang Song · Song Mei · Yu Bai
Workshop
Sample-Efficient Reinforcement Learning by Breaking the Replay Ratio Barrier
Pierluca D&#x27;Oro · Max Schwarzer · Evgenii Nikishin · Pierre-Luc Bacon · Marc Bellemare · Aaron Courville
Poster
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
Poster
Wed 14:00 Efficient Sampling on Riemannian Manifolds via Langevin MCMC
Xiang Cheng · Jingzhao Zhang · Suvrit Sra
Workshop
SMILE: Sample-to-feature MIxup for Efficient Transfer LEarning
Xingjian Li · Haoyi Xiong · Cheng-Zhong Xu · Dejing Dou
Poster
Tue 14:00 Planning for Sample Efficient Imitation Learning
Zhao-Heng Yin · Weirui Ye · Qifeng Chen · Yang Gao