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A2D2

A2D2

2026 · Reward-guided fine-tuning of 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.

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mRNAutilus

mRNAutilus

2026 · 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.

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Branched Schrödinger Bridge Matching preview BranchSBM

Branched Schrödinger Bridge Matching

ICLR 2026 · Branching stochastic dynamics

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.

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PeptiVerse preview PeptiVerse

PeptiVerse

Nature Communications 2026 · Interactive demo

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.

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