2 papers
cs.LG2026
Interpretable Relational Inference with LLM-Guided Symbolic Dynamics Modeling
Xiaoxiao Liang, Juyuan Zhang, Liming Pan +1
Inferring latent interaction structures from observed dynamics is a fundamental inverse problem in many-body interacting systems. Most neural approaches rely on black-box surrogate…
q-bio.QM2025
ProT-GFDM: A Generative Fractional Diffusion Model for Protein Generation
Xiao Liang, Wentao Ma, Eric Paquet +2
This work introduces the generative fractional diffusion model for protein generation (ProT-GFDM), a novel generative framework that employs fractional stochastic dynamics for prot…