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Liang Sun

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Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting

Feb 08, 2024
Yanjun Zhao, Tian Zhou, Chao Chen, Liang Sun, Yi Qian, Rong Jin

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FusionSF: Fuse Heterogeneous Modalities in a Vector Quantized Framework for Robust Solar Power Forecasting

Feb 08, 2024
Ziqing Ma, Wenwei Wang, Tian Zhou, Chao Chen, Bingqing Peng, Liang Sun, Rong Jin

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Attention as Robust Representation for Time Series Forecasting

Feb 08, 2024
PeiSong Niu, Tian Zhou, Xue Wang, Liang Sun, Rong Jin

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RobustTSF: Towards Theory and Design of Robust Time Series Forecasting with Anomalies

Feb 03, 2024
Hao Cheng, Qingsong Wen, Yang Liu, Liang Sun

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DSAF: A Dual-Stage Adaptive Framework for Numerical Weather Prediction Downscaling

Dec 19, 2023
Pengwei Liu, Wenwei Wang, Bingqing Peng, Binqing Wu, Liang Sun

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SVQ: Sparse Vector Quantization for Spatiotemporal Forecasting

Dec 07, 2023
Chao Chen, Tian Zhou, Yanjun Zhao, Hui Liu, Liang Sun, Rong Jin

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One Fits All: Universal Time Series Analysis by Pretrained LM and Specially Designed Adaptors

Nov 24, 2023
Tian Zhou, Peisong Niu, Xue Wang, Liang Sun, Rong Jin

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Receding Horizon Optimization with PPUM: An Approach for Autonomous Robot Path Planning in Uncertain Environments

Nov 24, 2023
Zijian Ge, Jingjing Jiang, Matthew Coombes, Liang Sun

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Interactive Generalized Additive Model and Its Applications in Electric Load Forecasting

Oct 24, 2023
Linxiao Yang, Rui Ren, Xinyue Gu, Liang Sun

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WeatherGNN: Exploiting Complicated Relationships in Numerical Weather Prediction Bias Correction

Oct 09, 2023
Binqing Wu, Weiqi Chen, Wengwei Wang, Bingqing Peng, Liang Sun, Ling Chen

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