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Author

Ya-Nan Tian

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Open access Sep 2026

Task-adaptive multimodal molecular representations for structure-sensitive property prediction

Structure-sensitive properties (SSPs), including activity cliffs and chirality-dependent properties, challenge molecular machine learning because small structural perturbations can cause abrupt property changes and invalidate smooth structure–property assumptions. Here, we present CAMF (Chirality- and Activity-cliff-aw...

Shaolong Lin, Si-Long Zhai, Shi-Hang Wang et al. · 0 citations
Jul 2026

TPS-Flow: Physics-Guided Flow-Based Generative Modeling of Protein Transition Paths.

TPS-Flow is presented, a physics-guided flow-based generative framework for end point-conditioned conformational path sampling between predefined protein states (not equilibrium ensembles), thereby bridging atomistic simulation and deep generative modeling of protein transition paths.

Kai Xu, Likun Zhao, Yanan Tian et al. · 0 citations

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