Web agents using SkillWeaver autonomously discover, practice, and distill website interactions into lightweight reusable APIs, delivering 31.8% and 39.8% relative success gains on WebArena and real sites plus up to 54.3% transfer improvements.
URL https://openreview.net/forum?id=WE vluYUL-X
2 Pith papers cite this work. Polarity classification is still indexing.
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StepGuard framework with DDPO and CANR claims SOTA navigation and answer accuracy on web benchmarks by switching policies and triggering reflection on low-confidence steps.
citing papers explorer
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SkillWeaver: Web Agents can Self-Improve by Discovering and Honing Skills
Web agents using SkillWeaver autonomously discover, practice, and distill website interactions into lightweight reusable APIs, delivering 31.8% and 39.8% relative success gains on WebArena and real sites plus up to 54.3% transfer improvements.
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StepGuard: Guarding Web Navigation via Single-Step Calibration
StepGuard framework with DDPO and CANR claims SOTA navigation and answer accuracy on web benchmarks by switching policies and triggering reflection on low-confidence steps.