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cs.LG2026
DualDiffusion: A Speculative Decoding Strategy for Masked Diffusion Models
Satyam Goyal, Kushal Patel, Tanush Mittal +1
Masked Diffusion Models (MDMs) offer a promising alternative to autoregressive language models by enabling parallel token generation and bidirectional context modeling. However, th…
cs.LG2026
Improving Sparse Memory Finetuning
Satyam Goyal, Anirudh Kanchi, Garv Shah +1
Large Language Models (LLMs) are typically static after training, yet real-world applications require continual adaptation to new knowledge without degrading existing capabilities.…