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cs.LG2026
Graph-Conditioned On-Policy Agent Distillation from Off-the-Shelf Teachers
Xiaohan Yi, Wen Luo, Yani Huang +4
On-policy distillation (OPD) trains compact language agents with teacher feedback on student-generated trajectories. In multi-turn tasks, compounding errors can move students beyon…
cs.LG2026
FORGE: Form-Optimal Routing of Grounded Evidence for Frozen LLM Agents
Xi Xiao, Yunbei Zhang, Chen Liu +7
In agentic AI systems, frozen foundation models are increasingly deployed as closed-weight API endpoints, making downstream adaptation possible only through the inputs and inferenc…