Preprint

Simulation-free Structure Learning for Stochastic Dynamics
Modeling dynamical systems and unraveling their underlying causal relationships is central to many domains in the natural sciences. …
Noah El Rimawi-Fine, Adam Stecklov, Lucas Nelson, Mathieu Blanchette, Alex Tong, Stephen Y. Zhang, Lazar Atanackovic
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Gumbel-Softmax Flow Matching with Straight-Through Guidance for Controllable Biological Sequence Generation
Flow matching in the continuous simplex has emerged as a promising strategy for DNA sequence design, but struggles to scale to higher …
Sophia Tang, Yinuo Zhang, Alex Tong, Pranam Chatterjee
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