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Yijie Jin

3 accepted papers

2026

Diffusion LLMs Can Do Faster-Than-AR Inference via Discrete Diffusion Forcing

ICLR 2026poster

Diffusion Large Language Models (dLLMs) have emerged as a promising alternative to autoregressive (AR) LLMs for text generation, with the potential to decode multiple tokens in a single iteration. However, none of the existing open-source dLLMs have achieved superior inference speed over AR LLMs of…

Cited by 0SourcecodeScholar
2026

LightningRL: Breaking the Accuracy–Parallelism Trade-off of Block-wise dLLMs via Reinforcement Learning

ICML 2026poster

Diffusion Large Language Models (dLLMs) enable parallel token generation, and their block-wise variants have attracted significant attention. However, existing dLLMs usually exhibit an accuracy–parallelism trade-off, where raising tokens per forward (TPF) via aggressive parallel decoding often degra…

Cited by 0SourceScholar
2025

Multimodal Transformers are Hierarchical Modal-wise Heterogeneous Graphs

ACL 2025long

Multimodal Sentiment Analysis (MSA) is a rapidly developing field that integrates multimodal information to recognize sentiments, and existing models have made significant progress in this area. The central challenge in MSA is multimodal fusion, which is predominantly addressed by Multimodal Transfo…