2 papers
cs.AI2026
From Execution to Capability: Scientific Experience Consolidation via Procedural Knowledge Synthesis
Liwei Dong, Jiahao Zhao, Nan Xu
Large language models increasingly solve scientific-computing tasks, but executable feedback from one problem rarely becomes durable capability on subsequent problems. We study sci…
cs.AI2026
S1-DeepResearch: Beyond Search, Toward Real-World Long-Horizon Research Agents
Yao Dong, Xinglin Xiao, Liwei Dong +5
Deep research agents aim to solve complex knowledge-intensive tasks through long-horizon planning, evidence gathering, reasoning, and report generation. While recent progress in se…