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...
Shuo Ren, Xiaomian Kang, Jia-Jun Zhang· Proceedings of the 2026 Conf...· 1 citation
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