Ensembits creates a discrete vocabulary for protein conformational ensembles that outperforms static tokenizers on dynamics prediction tasks and enables ensemble token prediction from single structures via distillation.
Protein structure tokenization: Benchmarking and new recipe
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Yeti is a compact tokenizer for protein structures that delivers strong codebook use, token diversity, and reconstruction while enabling from-scratch multimodal generation of plausible sequences and structures with 10x fewer parameters than ESM3.
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Yeti: A compact protein structure tokenizer for reconstruction and multi-modal generation
Yeti is a compact tokenizer for protein structures that delivers strong codebook use, token diversity, and reconstruction while enabling from-scratch multimodal generation of plausible sequences and structures with 10x fewer parameters than ESM3.