DUET relays between an sCM expert at the high-noise step and a DMD expert at the low-noise step, obtaining both diversity and quality in two-step video generation, and DUET+ adds RL-based adaptation.
Applications of Enhanced Sampling Methods to Biomolecular Self-Assembly: A Review
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abstract
This review article discusses some common enhanced sampling methods in relation to the process of self-assembly of biomolecules. An introduction to self-assembly and its challenges is covered followed by a brief overview of the methods and analysis for replica-exchange molecular dynamics, umbrella sampling, metadynamics, and machine learning based techniques. Applications of select methods towards peptides, proteins, polymers, nucleic acids, and supramolecules are discussed. Finally, a short discussion of the future directions of some of these methods is provided.
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cs.CV 1years
2026 1verdicts
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DUET: A Diversity-Quality Duet of Distillation Experts for Two-Step Video Generation
DUET relays between an sCM expert at the high-noise step and a DMD expert at the low-noise step, obtaining both diversity and quality in two-step video generation, and DUET+ adds RL-based adaptation.