Juncheng Li
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126
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AI×1
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2026
Learning to Adapt: Self-Improving Web Agent via Cognitive-Aware Exploration
The paper proposes SCALE, a self-improving web agent framework that uses adversarial roles and graph exploration to autonomously discover agent limitations and enhance adaptability in complex web environments.
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Papers
cs.AIRecentMay 29, 2026
Learning to Adapt: Self-Improving Web Agent via Cognitive-Aware Exploration
Weile Chen, Bingchen Miao, Qifan Yu, Wendong Bu +5 more
The paper proposes SCALE, a self-improving web agent framework that uses adversarial roles and graph exploration to autonomously discover agent limitations and enhance adaptability in complex web envi…
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