Scientific literature synthesis agents increasingly rely on proprietary online services, limiting reproducibility, privacy, and offline deployment. To address this challenge, we introduce SciLENS Scientific Localized Evidence Navigation and Synthesis), a fully local autonomous agent framework operating on a dual-tier i...
Le-Qi Zheng, Jin-Bo Su, Yu-Ying Li et al.· 1 citation
EviGraph is introduced, an autonomous research framework that represents the research process as a typed evidence graph containing Problem, Gap, Hypothesis, Experiment, Finding, and Claim nodes, and the graph serves as the operational state of the agent rather than a post-hoc record.
Zhen-Jiang Ren, Rui-Ji Li, Xu-Jing Zhang et al.· 1 citation
SkillAlign is proposed, a provider-agnostic framework that represents candidate skills as multi-view procedural cards and renders them through alternative exposure interfaces, including full instructions, hints, compressed summaries, workflows, or no exposure, which enables counterfactual evaluation where the task, age...
