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Koshiro Saito, Daisuke Oba, Danushka Bollegala, Naoaki Okazaki

Public reference bibliography and cataloged PDF materials authored or published by Koshiro Saito, Daisuke Oba, Danushka Bollegala, Naoaki Okazaki.

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Beyond Model Weights: Sampling-Dependent Fairness in Diffusion Language Models

Year: 2026 • Source: arxiv.org • Listed PDF

Diffusion language models (DLMs) are emerging as a practical alternative to autoregressive language models (ARLMs), yet their fairness remains largely uncharacterized. DLMs introduce sampling controls with no direct auto...