cs.AI 2607.19592

Knowledge-Centric Self-Improvement

Knowledge-centric self-improvement uses a curated knowledge base to enhance task solving and transferability, reducing costs by 30%.

Xuefei Julie Wang, Lauren Hyoseo Yoon, Chengrui Qu et al.

2026-07-22 49
cs.CV 2607.19046

Contrastive On-Policy Distillation

COPD enhances student model reasoning efficiency by using contrastive teaching signals to reduce reasoning length.

Jiacheng Ruan, Jun Tang, Wenzhen Yuan et al.

2026-07-21 23