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Huibo Xu

3 accepted papers

2025

Personalized Visual Content Generation in Conversational Systems

NeurIPS 2025poster

With the rapid progress of large language models (LLMs) and diffusion models, there has been growing interest in personalized content generation. However, current conversational systems often present the same recommended content to all users, falling into the dilemma of "one-size-fits-all." To break…

Cited by 0SourceScholar
2025

ScholarGEC: Enhancing Controllability of Large Language Model for Chinese Academic Grammatical Error Correction

AAAI 2025technical

Large language models (LLMs) have demonstrated exceptional error detection capabilities and can correct sentences with high fluency in grammatical error correction (GEC) tasks. However, when correcting Chinese academic papers, LLMs face significant challenges of over-correction. To delve deeper into…

2025

TCDM: A Temporal Correlation-Empowered Diffusion Model for Time Series Forecasting

IJCAI 2025

Although previous studies have applied diffusion models to time series forecasting, these efforts have struggled to preserve the intrinsic temporal correlations within the series, leading to suboptimal predictive outcomes. This failure primarily results from the introduction of independent, identica

Cited by 0SourcePDFScholar