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SkillGate achieves a 30% boost in trial success for long-horizon agents by fundamentally rethinking how skill selection is rewarded during execution.
Transforming zero-reward training instances into valuable learning opportunities, HCGRec cuts down ineffective samples from over 70% to under 20%.
VAD reveals that isolating visual evidence can dramatically improve target reconstruction in multimodal learning, leading to more accurate student outputs.
