CDM amortizes SMC inference for reward-tilted discrete diffusion by training a parameterized twist function on contrastive samples with closed-form kernels.
Hasan,et al., Discrete feynman-kac correctors.arXiv preprint arXiv:2601.10403(2026)
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DISCO co-designs protein sequence and structure to produce functional heme enzymes that catalyze several new-to-nature carbene-transfer reactions at activities exceeding prior engineered enzymes.
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Contrastive Distribution Matching for Amortized Sequential Monte Carlo in Discrete Diffusion
CDM amortizes SMC inference for reward-tilted discrete diffusion by training a parameterized twist function on contrastive samples with closed-form kernels.
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General Multimodal Protein Design Enables DNA-Encoding of Chemistry
DISCO co-designs protein sequence and structure to produce functional heme enzymes that catalyze several new-to-nature carbene-transfer reactions at activities exceeding prior engineered enzymes.
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