Showing 2026Show all
2 papers · 1 filter
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.CV2026
VIG: Visual Information Gain as a Reward Signal for Multimodal Chain-of-Thought Compression
Wen Luo, Xiaohan Yi, Xiaotao Huang +1
Multimodal large reasoning models often rely on long Chain-of-Thought (CoT) traces in which a substantial fraction of tokens, such as repeated visual descriptions, self-reflection,…