2 papers
cs.AI2026
DENSE: Distilling Agent Trajectories into Evidence-Grounded Shortcut Trees for Self-Refinement
Siyuan Liu, Fan Yu, Dongyu Ru +5
Online agent deployments accumulate execution trajectories at massive scale and behavioral diversity, for which predefined annotation criteria hardly exist. Extracting useful evide…
cs.CL2026
TrialAtlas: Multi-Agent Research Organization for Clinical Trial Design and Optimization
Jiacheng Lin, Zifeng Wang, Zheng Chen +5
Nearly 90% of drugs entering clinical development ultimately fail, despite billions of dollars in investment. Pharmaceutical companies therefore rely on clinical development planni…