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cs.AI2026
How Much Evidence Should a Coding Agent's Self-Correction Carry? Adaptive Dirichlet Evidence for Self-Distillation
Yunbo Long, Guangya Hao, Yuhan Liu +4
Execution feedback lets coding agents revise programs and learn from their own corrections. A correction's learning weight should reflect both the transitions supported by its exec…
cs.AI2026
SPECTRUM: Proximal Spectral Modulation for Looped Self-Distillation
Yunbo Long, WenJie Chen, Jiaquan Zhang +4
A model that learns from its own outputs inherits more than their correctness: it inherits which solutions it produces. We formulate Looped Self-Distillation, a self-evolution fram…