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Author

Zhuowei Li

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Jul 2026

MS-GPT: Rethinking MS/MS De Novo Structure Elucidation as Spectrum-Induced Posterior Querying of a Molecule-Language Model

MS-GPT is introduced, which recasts fingerprint-mediated de novo elucidation as spectrum-induced posterior querying of a conditional molecule-language model, and shows that efficient autoregressive molecular generation continues to improve recall with a little additional inference cost.

Xin Zhao, Yumin Liu, Zhuowei Li et al. · 0 citations
Jul 2026

Spectral-Aware Analytic Class-Incremental Learning for Long-Tailed Distributions

Geometry-Spectral Rectification (GSR), a theoretically grounded framework that treats long-tailed learning as a spectral regularization problem, is proposed, offering a superior trade-off between computational efficiency and robust generalization in long-tailed settings.

Q. Tran, Ngoc-Hai Nguyen, Quan Dao et al. · 0 citations

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