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TimeWarp: Evaluating Web Agents by Revisiting the Past
TimeWarp evaluates web agents on evolving UIs, finding vision agents vulnerable to changes and fine-tuned text agents brittle, while plan-distillation training via TimeTraj substantially improves robustness.
Atlanta Poster Session 5, Fri, Dec 11, 10:00 AM–1:00 PM, Hall C1 · Published 2026 · Code ★ 4
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AI panel: 15 of 20 reviewers recommend it
lenient 5/5
medium 9/10
strict 1/5