Probability · Mathematics
Convergence Rates of Attractive-Repulsive MCMC Algorithms
Yu Hang Jiang, Tong Liu, Zhiya Lou, Jeffrey S. Rosenthal +3
2021-09-03
Machine Learning · Computer Science
Solving Continual Combinatorial Selection via Deep Reinforcement Learning
Hyungseok Song, Hyeryung Jang, Hai H. Tran, Se-eun Yoon +4
2019-09-10
Systems and Control · Electrical Eng. & Systems
Anytime Guarantees for Reachability in Uncountable Markov Decision Processes
Kush Grover, Jan Křetínský, Tobias Meggendorfer, Maximilian Weininger
2022-07-13
Machine Learning · Computer Science
MDP Geometry, Normalization and Reward Balancing Solvers
Arsenii Mustafin, Aleksei Pakharev, Alex Olshevsky, Ioannis Ch. Paschalidis
2025-03-06
Multiagent Systems · Computer Science
Scalable spectral representations for multi-agent reinforcement learning in network MDPs
Zhaolin Ren, Runyu Zhang, Bo Dai, Na Li
2024-11-19
Logic in Computer Science · Computer Science
The Value Problem for Multiple-Environment MDPs with Parity Objective
Krishnendu Chatterjee, Laurent Doyen, Jean-François Raskin, Ocan Sankur
2025-04-23
Logic in Computer Science · Computer Science
Tractable Hyperproperties for MDPs
Lina Gerlach, Tobias Winkler, Erika Ábrahám, Borzoo Bonakdarpour +1
2026-04-09
Machine Learning · Computer Science
A Convergence Result for Regularized Actor-Critic Methods
Wesley Suttle, Zhuoran Yang, Kaiqing Zhang, Ji Liu
2019-10-23
Artificial Intelligence · Computer Science
Solving POMDPs by Searching the Space of Finite Policies
Nicolas Meuleau, Kee-Eung Kim, Leslie Pack Kaelbling, Anthony R. Cassandra
2013-01-30
Machine Learning · Computer Science
On the Practical Consistency of Meta-Reinforcement Learning Algorithms
Zheng Xiong, Luisa Zintgraf, Jacob Beck, Risto Vuorio +1
2021-12-02
Machine Learning · Computer Science
An Adaptive State Aggregation Algorithm for Markov Decision Processes
Guanting Chen, Johann Demetrio Gaebler, Matt Peng, Chunlin Sun +1
2021-07-26
Optimization and Control · Mathematics
Large-Scale Markov Decision Problems via the Linear Programming Dual
Yasin Abbasi-Yadkori, Peter L. Bartlett, Xi Chen, Alan Malek
2019-01-09
Artificial Intelligence · Computer Science
Efficient Solution Algorithms for Factored MDPs
C. Guestrin, D. Koller, R. Parr, S. Venkataraman
2011-06-10
Machine Learning · Computer Science
Saute RL: Almost Surely Safe Reinforcement Learning Using State Augmentation
Aivar Sootla, Alexander I. Cowen-Rivers, Taher Jafferjee, Ziyan Wang +3
2022-06-23