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Neural Continuous-Time Markov Chain: Discrete Diffusion via Decoupled Jump Timing and Direction

Neural CTMC separates CTMC reverse processes into exit rate and jump distribution heads, yielding a factorized ELBO and state-of-the-art discrete diffusion perplexity.

Jingyuan Li, Xiaoyi Jiang, Fukang Wen, WEI LIU and 4 more

Sydney Poster Session 4, Wed, Dec 9, 5:00 PM–8:00 PM, Hall 1-4 · Published 2026

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AI panel: 13 of 20 reviewers recommend it
lenient 2/5
medium 8/10
strict 3/5