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arXiv cs.AI · Papers

DiffuMamba: High-Throughput Diffusion LMs with Mamba Backbone

arXiv:2511.15927v4 Announce Type: replace-cross Abstract: Diffusion language models (DLMs) have emerged as a promising alternative to autoregressive (AR) generation, yet their reliance on Transformer backbones limits inference efficiency due to quadratic attention or KV-cache overhead. We introduce DiffuMamba, a masked