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SkillGate: In-Policy Skill Selection for Long-Horizon Agents

SkillGate: In-Policy Skill Selection for Long-Horizon Agents

New paper introduces SkillGate, a dual-channel credit assignment method for training long-horizon agents, achieving 12.4% absolute gain on 5 benchmarks with a 9B policy. Addresses selector credit starvation.

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Updated Aug 20, 2026