Author

Xiao-Nan Wang

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Review Sep 2026

SciFigure2Code: An AI-Reconstructed Benchmark for Scientific Figure-to-Code

SciFigure2Code is introduced, an AI-reconstructed benchmark that instead evaluates presentation recovery: generating editable Python programs that preserve how a scientific panel is arranged and read, and provides an auditable testbed for agents that construct editable, visually faithful scientific figure presentations...

Wen-Tao Li, Yi-Bo Wu, Yi-Zhe Chen et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Learning Materials Properties from Scarce Labels and Unlabeled Crystals

Learning materials properties from scarce labels and unlabeled crystals is a central challenge for data-driven materials discovery. We present SemiMat, a controlled benchmark for semi-supervised materials property regression, and MatRank, a reliability-weighted objective for continuous pseudo-label uncertainty. SemiMat...

Wen-Tao Li, Yi-Zhe Chen, Jiang-Jie Qiu et al. · 0 citations

#artificial intelligence Preprint Aug 2026

CoMPASS: Collaborative Molecular Property Prediction via Adaptive Small-Large Model Synergy

CoMPASS is presented, a retrieval-calibrated framework for small-large model collaboration that retains a graph attention network as the predictive anchor, retrieves locally relevant training molecules, provides attention-grounded evidence to an LLM, and converts its proposal into a bounded correction through an agreem...

Wen-Tao Li, Jiang-Jie Qiu, Yi-Jun Li et al. · 0 citations