3 citations · 3 across the 6 of their papers we have counts for
Showing 2026Show all
2 papers · 1 filter
cs.LG2026
Know Thyself, Teach Thyself: Internal Information Flow for Selective Self-Distillation
Rui Wang, Ruijie Wang, Bo Chen +2
Self-distillation turns knowledge distillation into a closed learning loop and offers a path toward recursive self-improvement. Without an external teacher, however, the model must…
cs.AI2026
SQL-ASTRA: Alleviating Sparse Feedback in Agentic SQL via Column-Set Matching and Trajectory Aggregation
Long Li, Zhijian Zhou, Jiangxuan Long +5
Agentic Reinforcement Learning (RL) shows promise for complex tasks, but Text-to-SQL remains mostly restricted to single-turn paradigms. A primary bottleneck is the credit assignme…