Author

Yuhao Zhou

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Review Aug 2026

Science Edge Evaluation: SEE the Missing Step Toward Real Scientific Discovery

Evaluation of 19 multimodal large language models shows that current MLLMs still cannot reliably make justified and evidence-bounded inferences from experimental results, which is an essential capability in real scientific discovery.

Tao Han, Yucheng Zhang, Jinghang Wang et al. · 0 citations

Preprint Aug 2026

RippleMem: From Isolated Retrieval to Associative Recollection for Long-Term Agent Memory

RippleMem is a long-term memory system that replaces one-shot retrieval with adaptive associative recollection, Inspired by cue-dependent episodic retrieval and associative completion, that stores interaction history as cue-rich episodic memory units and organizes them in an event-centric memory graph.

Jingbo Ji, Lingyi Li, Xilong Cheng et al. · 0 citations