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inverse homogenization 1microstructure inference 1statistical inference 1stochastic homogenization 1surrogate modeling 1

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cs.CL2026

CoBit: Language Modeling with Bitstream Diffusion

Georgios Batzolis, Mark Girolami, Luca Ambrogioni

Diffusion language models (DLMs) promise parallel, order-agnostic generation, but on standard benchmarks they have historically lagged behind autoregressive models in sample qualit…