2 papers
cs.LG2026
ProteinGuide: On-the-fly property guidance for protein sequence generative models
Junhao Xiong, Ishan Gaur, Maria Lukarska +4
Sequence generative models are transforming protein engineering. However, no principled framework exists for conditioning these models on auxiliary information, such as experimenta…
cs.LG2025
Unlocking Guidance for Discrete State-Space Diffusion and Flow Models
Hunter Nisonoff, Junhao Xiong, Stephan Allenspach +1
Generative models on discrete state-spaces have a wide range of potential applications, particularly in the domain of natural sciences. In continuous state-spaces, controllable and…