Awesome talk! roger0426.github.io/MENSA/ online in real time. Two things I love: knowing when to "think" and getting massive improvement, AND #netHack – I haven't seen that as a test domain before, #LLMWin #AAMAS #AAMAS2026

MENSA: Leveraging Mental Simul...
MENSA: Leveraging Mental Simulation for In-Context Policy Improvement in LLM Agents

MENSA is a novel model-based approach that enhances LLM agents via mental simulation, outperforming state-of-the-art in ScienceWorld and NetHack.

MENSA Project