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Farrin Marouf Sofian

2 accepted papers

2026

Parallel Token Generation for Language Models

ICLR 2026poster

Autoregressive transformers are the backbone of modern large language models. Despite their success, inference remains slow due to strictly sequential prediction. Prior attempts to predict multiple tokens per step typically impose independence assumptions across tokens, which limits their ability to…

Cited by 0SourceScholar
2025

Variational Control for Guidance in Diffusion Models

ICML 2025poster

Diffusion models exhibit excellent sample quality, but existing guidance methods often require additional model training or are limited to specific tasks. We revisit guidance in diffusion models from the perspective of variational inference and control, introducing \emph{Diffusion Trajectory Matchin…