SkillGATE: Gate-Aware Monte Carlo Tree Search for Skill Retrieval

Excerpt

arXiv:2610.05489v1 Announce Type: new Abstract: Skill Retrieval (SR) aims to identify the most relevant skills from external skill libraries, and becomes increasingly challenging as libraries grow in scale and diversity. Existing methods either rank skills independently or rely on predefined graph propagation and hierarchical routing, making them vulnerable to semantic distractors, local trapping, and early routing errors. We formulate SR as an adaptive information-foraging process that coordina