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Xingyu Yan

2 accepted papers

2025

ASDSV: Multimodal Generation Made Efficient with Approximate Speculative Diffusion and Speculative Verification

NeurIPS 2025poster

Diffusion in transformer is central to advances in high-quality multimodal generation but suffer from high inference latency due to their iterative nature. Inspired by speculative decoding's success in accelerating large language models, we propose Approximate Speculative Diffusion with Speculati…

Cited by 0SourceScholar
2025

Multi-level Association Refinement Network for Dialogue Aspect-based Sentiment Quadruple Analysis

ACL 2025long

Dialogue Aspect-based Sentiment Quadruple (DiaASQ) analysis aims to identify all quadruples (i.e., target, aspect, opinion, sentiment) from the dialogue. This task is challenging as different elements within a quadruple may manifest in different utterances, requiring precise handling of associations…

Cited by 0SourcePDFScholar