4 papers
Notes2Skills: From Lab Notebooks to Certainty-Aware Scientific Agent Skills
Shi Liu, Jiayao Chen, Chengwei Qin +3
Scientific discovery workflows usually contain and rely heavily on lab notes, where researchers record observations, interpret uncertain results, and plan follow-up experiments. Su…
ReviewGuard: Aligning LLM-Assisted Peer Review with Long-Term Scientific Impact
Abdur Rasool, Xiaohui Huang, Yanqing Hu +1
Peer review is central to scientific quality control, yet it can undervalue papers that later achieve substantial citation impact. While frontier large language models have shown p…
Critical Thresholds in Non-Pharmaceutical Interventions for Epidemic Control
Jinghui Wang, Yutian Zeng, Cong Xu +7
Non-pharmaceutical interventions, such as contact tracing and social distancing, are critical for controlling epidemic outbreaks, yet their dynamic interactions remain underexplore…
Restoring Network Evolution from Static Structure
Jiu Zhang, Zhanwei Du, Hongwei Hu +6
The dynamical evolution of complex networks underpins the structure-function relationships in natural and artificial systems. Yet, restoring a network's formation from a single sta…