Analysis of Glauber dynamics on masked language models shows O(n log n) mixing under bounded cross-token influence and metastability with exponential escape times at low temperatures, plus empirical phase transitions.
Johnson, Jonathan Ho, Daniel Tarlow, and Rianne van den Berg
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SymADiT generates stable symmetric materials by enforcing Wyckoff-position and space-group constraints inside a latent generative model built on the prior ADiT architecture.
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Mixing Times of Glauber Dynamics on Masked Language Models
Analysis of Glauber dynamics on masked language models shows O(n log n) mixing under bounded cross-token influence and metastability with exponential escape times at low temperatures, plus empirical phase transitions.
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Generating Symmetric Materials using Latent Flow Matching
SymADiT generates stable symmetric materials by enforcing Wyckoff-position and space-group constraints inside a latent generative model built on the prior ADiT architecture.