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Assessing adaptive world models in machines with novel games.arXiv preprint arXiv:2507.12821, 2025

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Training Language Agents to Learn from Experience

cs.LG · 2026-05-19 · unverdicted · novelty 6.0

Introduces the ICT framework and an RL pipeline to train language agent reflectors that distill experience into reusable prompts, outperforming baselines on held-out tasks in ALFWorld and MiniHack.

Scalable Environments Drive Generalizable Agents

cs.AI · 2026-05-18 · unverdicted · novelty 5.0

Generalizable agents require environment scaling via diverse executable rule-sets, distinguished from trajectory and task scaling in a new taxonomy.

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