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AgentOdyssey: Open-Ended Long-Horizon Text Game Generation for Test-Time Continual Learning Agents

AgentOdyssey generates open-ended long-horizon text games to evaluate test-time continual learning, finding top agents far below human performance despite scaling with model strength.

Zheyuan Zhang, Zehao Wen, Bowei Zhang, Andrew Wang and 3 more

Atlanta Poster Session 3, Thu, Dec 10, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · ▲ 8 on Hugging Face · Code ★ 55

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AI panel: 11 of 20 reviewers recommend it
lenient 4/5
medium 7/10
strict 0/5