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24 Results

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Poster
Tue 9:00 The Pitfalls of Regularization in Off-Policy TD Learning
Gaurav Manek · J. Zico Kolter
Workshop
Balanced Off-Policy Evaluation for Personalized Pricing
Adam N. Elmachtoub · Vishal Gupta · YUNFAN ZHAO
Workshop
Off-policy Reinforcement Learning with Optimistic Exploration and Distribution Correction
Jiachen Li · Shuo Cheng · Zhenyu Liao · Huayan Wang · William Yang Wang · Qinxun Bai
Poster
Thu 14:00 Off-Policy Evaluation with Policy-Dependent Optimization Response
Wenshuo Guo · Michael Jordan · Angela Zhou
Poster
Wed 9:00 Off-Policy Evaluation with Deficient Support Using Side Information
Nicolò Felicioni · Maurizio Ferrari Dacrema · Marcello Restelli · Paolo Cremonesi
Poster
Wed 9:00 Off-Policy Evaluation for Action-Dependent Non-stationary Environments
Yash Chandak · Shiv Shankar · Nathaniel Bastian · Bruno da Silva · Emma Brunskill · Philip Thomas
Poster
Thu 9:00 MoCoDA: Model-based Counterfactual Data Augmentation
Silviu Pitis · Elliot Creager · Ajay Mandlekar · Animesh Garg
Poster
On the role of overparameterization in off-policy Temporal Difference learning with linear function approximation
Valentin Thomas
Poster
Thu 9:00 Conformal Off-Policy Prediction in Contextual Bandits
Muhammad Faaiz Taufiq · Jean-Francois Ton · Rob Cornish · Yee Whye Teh · Arnaud Doucet
Poster
Thu 9:00 A Unifying Framework of Off-Policy General Value Function Evaluation
Tengyu Xu · Zhuoran Yang · Zhaoran Wang · Yingbin Liang
Poster
Tue 14:00 Off-Policy Evaluation for Episodic Partially Observable Markov Decision Processes under Non-Parametric Models
Rui Miao · Zhengling Qi · Xiaoke Zhang
Poster
Wed 14:00 A Near-Optimal Primal-Dual Method for Off-Policy Learning in CMDP
Fan Chen · Junyu Zhang · Zaiwen Wen