Project Pages
Explore selected papers via their project page! :D
Expanding Flow Maps
Flows between distributions of increasing dimensionality, factored into an expand operator that augments the state with new coordinates or tokens and a transport map that pushes it forward, giving few-step models for variable-size graphs and variable-length sequences.
Adaptive Any-length Discrete Diffusion
Reward-guided fine-tuning that jointly optimizes the insertion and unmasking policies of any-length discrete diffusion together with a quality-based inference schedule, with provable convergence to the reward-tilted distribution and no target samples required.
Multi-objective mRNA Design
Masked discrete diffusion over full mRNA transcripts, steered by Monte Carlo Tree Guidance and lightweight property predictors, so coding regions and UTRs are designed in one pass for half-life, translation efficiency, and protein abundance.
SB Book Foundations of Schrödinger Bridges
A guide to the Schrödinger bridge problem built from first principles through optimal transport, stochastic control, and path-space optimization, showing how one dynamic formulation unifies diffusion, score-based, and flow matching models.
BranchSBM Branched Schrödinger Bridge Matching
Schrödinger bridges that branch, parameterizing multiple time-dependent velocity fields and growth processes so a single origin distribution can diverge into several terminal ones, as in cell fate bifurcations and diverging responses to perturbation.
PeptiVerse PeptiVerse
A unified platform for therapeutic peptide property prediction, pairing experimentally validated datasets and similarity-aware splits with models ranging from classical classifiers to cross-attention transformers, running live as a Hugging Face Space.