2 papers
cs.LG2025
STORI: A Benchmark and Taxonomy for Stochastic Environments
Aryan Amit Barsainyan, Jing Yu Lim, Dianbo Liu
Reinforcement learning (RL) techniques have achieved impressive performance on simulated benchmarks such as Atari100k, yet recent advances remain largely confined to simulation and…
cs.LG2025
Performance Asymmetry in Model-Based Reinforcement Learning
Jing Yu Lim, Rushi Shah, Zarif Ikram +4
Recently, Model-Based Reinforcement Learning (MBRL) have achieved super-human level performance on the Atari100k benchmark on average. However, we discover that conventional aggreg…