2 papers
cs.AI2026
Overtaught, Underlearned: Learner-Centered Distillation from Multi-Agent Discussion
Mengtao Zhou, Jianxiao Wang, Xiupeng Chen +2
Multi-agent discussion produces reasoning collaboratively, while deployment still relies on a smaller student that must answer alone. Full-graph distillation transfers such discuss…
math.OC2025
A Zeroth-Order Extra-Gradient Method for Black-Box Constrained Optimization
Yuke Zhou, Ruiyang Jin, Siyang Gao +2
Non-analytical objectives and constraints often arise in control systems, particularly in problems with complex dynamics, which are challenging yet lack efficient solution methods.…