Author

Bowen Chen

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#artificial intelligence Preprint Sep 2026

NeuronEye: Query-Guided Visual Concept Activation for Vision-Language Reasoning

NeuronEye, a plug-in framework that constructs a sparse, concept-level neuron vocabulary from intermediate VLM representations and selectively activates query-relevant visual concepts during inference, suggests that sparse neuron vocabularies can serve not only as post-hoc interpretability tools but also as active inte...

Rui Yan, Bo-Wen Chen, Shao-Wen Wan et al. · 0 citations

Preprint Jul 2026

Rethinking Scientific Discovery in the Agentic Era

Applications in materials analysis, molecule design, and protein or antibody screening, together with experiments on scientific reading, idea generation, molecule generation, and antibody screening, show that SCION outperforms existing autonomous research-agent baselines, especially in decomposition, verification, refi...

Y. Zheng, Yuxin Wang, Jiahao Lu et al. · 0 citations