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Kacper Kapuśniak

2 accepted papers

2026

MarS-FM: Generative Modeling of Molecular Dynamics via Markov State Models

ICLR 2026poster

Molecular Dynamics (MD) is a powerful computational microscope for probing protein functions. However, the need for fine-grained integration and the long timescales of biomolecular events make MD computationally expensive. To address this, several generative models have been proposed to generate sur…

Cited by 0SourcecodeScholar
2025

Curly Flow Matching for Learning Non-gradient Field Dynamics

NeurIPS 2025poster

Modeling the transport dynamics of natural processes from population-level observations is a ubiquitous problem in the natural sciences. Such models rely on key assumptions about the underlying process in order to enable faithful learning of governing dynamics that mimic the actual system behavior.…

Cited by 0SourcecodeScholar