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#skill-reuse News & Analysis

2 articles tagged with #skill-reuse. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 16/10
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Skill Reuse as Compression in Agentic RL

Researchers introduce ReuseRL, a reinforcement learning framework that improves LLM agent generalization by encouraging skill reuse and compression. By grounding agentic RL in the Minimum Description Length principle and penalizing task-specific shortcuts, the method demonstrates better in- and out-of-distribution performance across multiple benchmark environments.

AINeutralarXiv – CS AI · May 126/10
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SkillLens: Adaptive Multi-Granularity Skill Reuse for Cost-Efficient LLM Agents

SkillLens introduces a hierarchical framework for organizing and reusing skills in LLM agents at multiple granularity levels, reducing computational costs while maintaining relevance. The system retrieves and adapts skills selectively rather than injecting entire skill blocks, achieving measurable performance gains on benchmark tasks.