Authors

Dongyoon Han

Publications 2

Preprint Open access

DLoop: Looped Speculative Decoding

Geonmo Gu, Byeongho Heo, HeeJae Jun et al. · 2026

Speculative decoding accelerates autoregressive generation in large language models. In each drafting stage, a lightweight draft model proposes tokens that the target model subsequently verifies. With increasingly capable draft models, we find that the target model frequently accepts all tokens produced in a drafting s …

Preprint Open access

On-Policy Distillation with Negative-Policy Rollouts

On-policy distillation (OPD) has been widely studied as a post-training method in which a student model obtains token-level supervision from a stronger teacher on its own rollouts. Recent studies have improved OPD through alternative distillation reward formulations and teacher configurations, while the objective of di …

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