2 papers
cs.CR2026
LinuxArena: A Control Setting for AI Agents in Live Production Software Environments
Tyler Tracy, Ram Potham, Nick Kuhn +31
We introduce LinuxArena, a control setting in which agents operate directly on live, multi-service production environments. LinuxArena contains 20 environments, 1,671 main tasks re…
cs.LG2026
BXRL: Behavior-Explainable Reinforcement Learning
Ram Rachum, Yotam Amitai, Yonatan Nakar +2
A major challenge of Reinforcement Learning is that agents often learn undesired behaviors that seem to defy the reward structure they were given. Explainable Reinforcement Learnin…