most citedSelf-Introspective Decoding: Alleviating Hallucinations for Large Vision-Language Models

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cs.LG2025

MSDformer: Multi-scale Discrete Transformer For Time Series Generation

Shibo Feng, Zhicheng Chen, Xi Xiao +4

Discrete Token Modeling (DTM), which employs vector quantization techniques, has demonstrated remarkable success in modeling non-natural language modalities, particularly in time s…

cs.LG2024

MGCP: A Multi-Grained Correlation based Prediction Network for Multivariate Time Series

Zhicheng Chen, Xi Xiao, Ke Xu +6

Multivariate time series prediction is widely used in daily life, which poses significant challenges due to the complex correlations that exist at multi-grained levels. Unfortunate…