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Liu, Vincent
9 publications
AAAI
2024
Exploiting Action Impact Regularity and Exogenous State Variables for Offline Reinforcement Learning (Abstract Reprint)
Vincent Liu
,
James R. Wright
,
Martha White
ICML
2024
Switching the Loss Reduces the Cost in Batch Reinforcement Learning
Alex Ayoub
,
Kaiwen Wang
,
Vincent Liu
,
Samuel Robertson
,
James Mcinerney
,
Dawen Liang
,
Nathan Kallus
,
Csaba Szepesvari
AISTATS
2023
Asymptotically Unbiased Off-Policy Policy Evaluation When Reusing Old Data in Nonstationary Environments
Vincent Liu
,
Yash Chandak
,
Philip Thomas
,
Martha White
JAIR
2023
Exploiting Action Impact Regularity and Exogenous State Variables for Offline Reinforcement Learning
Vincent Liu
,
James R. Wright
,
Martha White
CoLLAs
2023
Measuring and Mitigating Interference in Reinforcement Learning
Vincent Liu
,
Han Wang
,
Ruo Yu Tao
,
Khurram Javed
,
Adam White
,
Martha White
NeurIPS
2022
DABS 2.0: Improved Datasets and Algorithms for Universal Self-Supervision
Alex Tamkin
,
Gaurab Banerjee
,
Mohamed Owda
,
Vincent Liu
,
Shashank Rammoorthy
,
Noah Goodman
TMLR
2022
No More Pesky Hyperparameters: Offline Hyperparameter Tuning for RL
Han Wang
,
Archit Sakhadeo
,
Adam M White
,
James M Bell
,
Vincent Liu
,
Xutong Zhao
,
Puer Liu
,
Tadashi Kozuno
,
Alona Fyshe
,
Martha White
ICLR
2020
Training Recurrent Neural Networks Online by Learning Explicit State Variables
Somjit Nath
,
Vincent Liu
,
Alan Chan
,
Xin Li
,
Adam White
,
Martha White
AAAI
2019
The Utility of Sparse Representations for Control in Reinforcement Learning
Vincent Liu
,
Raksha Kumaraswamy
,
Lei Le
,
Martha White