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PaperAgent
PaperAgent
Nov 13, 2026 · Artificial Intelligence

Skill Adapter: Adaptive Skill Routing Boosts Agent Success Rates by 11%

Nanjing University's Skill Adapter framework separates general skills from personalized adapters and uses online routing with GRPO optimization to dynamically select skills during agent execution, achieving 11.43% average success rate improvement across ALFWorld, WebShop, and SkillsBench benchmarks while reducing execution time.

ALFWorldAdaptive SkillsAgent Skill Routing
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Skill Adapter: Adaptive Skill Routing Boosts Agent Success Rates by 11%