Towards Assessing and Benchmarking Risk-Return Tradeoff of Off-Policy
Evaluation

Towards Assessing and Benchmarking Risk-Return Tradeoff of Off-Policy Evaluation

30 November 2023

Haruka Kiyohara

Kazuhide Nakata

Papers citing "Towards Assessing and Benchmarking Risk-Return Tradeoff of Off-Policy Evaluation"

13 / 13 papers shown

Title
DOLCE: Decomposing Off-Policy Evaluation/Learning into Lagged and Current Effects Shu Tamano Masanori Nojima OffRL 37 0 0 02 May 2025
Prompt Optimization with Logged Bandit Data Haruka Kiyohara Daniel Yiming Cao Yuta Saito Thorsten Joachims 64 0 0 03 Apr 2025
Effective Off-Policy Evaluation and Learning in Contextual Combinatorial Bandits Tatsuhiro Shimizu Koichi Tanaka Ren Kishimoto Haruka Kiyohara Masahiro Nomura Yuta Saito CML OffRL 44 0 0 20 Aug 2024
Balancing Immediate Revenue and Future Off-Policy Evaluation in Coupon Allocation Naoki Nishimura Ken Kobayashi Kazuhide Nakata OffRL 23 0 0 06 Jul 2024
Long-term Off-Policy Evaluation and Learning Yuta Saito Himan Abdollahpouri Jesse Anderton Ben Carterette M. Lalmas OffRL 39 5 0 24 Apr 2024
Hyperparameter Optimization Can Even be Harmful in Off-Policy Learning and How to Deal with It Yuta Saito Masahiro Nomura OffRL 47 2 0 23 Apr 2024
POTEC: Off-Policy Learning for Large Action Spaces via Two-Stage Policy Decomposition Yuta Saito Jihan Yao Thorsten Joachims OffRL 26 6 0 09 Feb 2024
Off-Policy Evaluation of Slate Bandit Policies via Optimizing Abstraction Haruka Kiyohara Masahiro Nomura Yuta Saito 25 5 0 03 Feb 2024
SCOPE-RL: A Python Library for Offline Reinforcement Learning and Off-Policy Evaluation Haruka Kiyohara Ren Kishimoto K. Kawakami Ken Kobayashi Kazuhide Nakata Yuta Saito OffRL ELM 37 4 0 30 Nov 2023
d3rlpy: An Offline Deep Reinforcement Learning Library Takuma Seno M. Imai OffRL GP 60 100 0 06 Nov 2021
Offline Reinforcement Learning with Implicit Q-Learning Ilya Kostrikov Ashvin Nair Sergey Levine OffRL 214 843 0 12 Oct 2021
NeoRL: A Near Real-World Benchmark for Offline Reinforcement Learning Rongjun Qin Songyi Gao Xingyuan Zhang Zhen Xu Shengkai Huang Zewen Li Weinan Zhang Yang Yu OffRL 134 78 0 01 Feb 2021
Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems Sergey Levine Aviral Kumar George Tucker Justin Fu OffRL GP 340 1,960 0 04 May 2020