Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights. - Chin-Chia Michael Yeh; Huiyuan Chen; Xin Dai 002; Yan Zheng 001; Yujie Fan; Vivian Lai; Junpeng Wang 001; Audrey Der; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189 (IEEE Big Data, 2023)

Ego-Network Transformer for Subsequence Classification in Time Series Data. - Chin-Chia Michael Yeh; Huiyuan Chen; Yujie Fan; Xin Dai 002; Yan Zheng 001; Vivian Lai; Junpeng Wang 001; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189; Eamonn J. Keogh (IEEE Big Data, 2023)

Spatial-Temporal Graph Boosting Networks: Enhancing Spatial-Temporal Graph Neural Networks via Gradient Boosting. - Yujie Fan; Chin-Chia Michael Yeh; Huiyuan Chen; Yan Zheng 001; Liang Wang 047; Junpeng Wang 001; Xin Dai 002; Zhongfang Zhuang; Wei Zhang 189 (CIKM, 2023)

An Efficient Content-based Time Series Retrieval System. - Chin-Chia Michael Yeh; Huiyuan Chen; Xin Dai 002; Yan Zheng 001; Junpeng Wang 001; Vivian Lai; Yujie Fan; Audrey Der; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189; Jeff M. Phillips (CIKM, 2023)

Toward a Foundation Model for Time Series Data. - Chin-Chia Michael Yeh; Xin Dai 002; Huiyuan Chen; Yan Zheng 001; Yujie Fan; Audrey Der; Vivian Lai; Zhongfang Zhuang; Junpeng Wang 001; Liang Wang 047; Wei Zhang 189 (CIKM, 2023)

FATA-Trans: Field And Time-Aware Transformer for Sequential Tabular Data. - Dongyu Zhang; Liang Wang 047; Xin Dai 002; Shubham Jain 011; Junpeng Wang 001; Yujie Fan; Chin-Chia Michael Yeh; Yan Zheng 001; Zhongfang Zhuang; Wei Zhang 189 (CIKM, 2023)

Multitask Learning for Time Series Data with 2D Convolution. - Chin-Chia Michael Yeh; Xin Dai 002; Yan Zheng 001; Junpeng Wang 001; Huiyuan Chen; Yujie Fan; Audrey Der; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189 (ICMLA, 2023)

Spatial-Temporal Graph Sandwich Transformer for Traffic Flow Forecasting. - Yujie Fan; Chin-Chia Michael Yeh; Huiyuan Chen; Liang Wang 047; Zhongfang Zhuang; Junpeng Wang 001; Xin Dai 002; Yan Zheng 001; Wei Zhang 189 (ECML/PKDD (7), 2023)

PDT: Pretrained Dual Transformers for Time-aware Bipartite Graphs. - Xin Dai 002; Yujie Fan; Zhongfang Zhuang; Shubham Jain 011; Chin-Chia Michael Yeh; Junpeng Wang 001; Liang Wang 047; Yan Zheng 001; Wei Zhang 189 (CoRR, 2023)

How Does Attention Work in Vision Transformers? A Visual Analytics Attempt. - Yiran Li 002; Junpeng Wang 001; Xin Dai 002; Liang Wang 047; Chin-Chia Michael Yeh; Yan Zheng 001; Wei Zhang 189; Kwan-Liu Ma (IEEE Trans. Vis. Comput. Graph., 2023)

A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining. - Audrey Der; Chin-Chia Michael Yeh; Xin Dai 002; Huiyuan Chen; Yan Zheng 001; Yujie Fan; Zhongfang Zhuang; Vivian Lai; Junpeng Wang 001; Liang Wang 047; Wei Zhang 189; Eamonn J. Keogh (CIKM, 2024)

Matrix Profile for Anomaly Detection on Multidimensional Time Series. - Chin-Chia Michael Yeh; Audrey Der; Uday Singh Saini; Vivian Lai; Yan Zheng 001; Junpeng Wang 001; Xin Dai 002; Zhongfang Zhuang; Yujie Fan; Huiyuan Chen; Prince Osei Aboagye; Liang Wang 047; et al. (ICDM, 2024)

RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data. - Chin-Chia Michael Yeh; Yujie Fan; Xin Dai 002; Uday Singh Saini; Vivian Lai; Prince Osei Aboagye; Junpeng Wang 001; Huiyuan Chen; Yan Zheng 001; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189 (KDD, 2024)

PromptLandscape: Guiding Prompts Exploration and Analysis with Visualization. - Junpeng Wang 001; Chin-Chia Michael Yeh; Yujie Fan; Xin Dai 002; Yan Zheng 001; Liang Wang 047; Wei Zhang 189 (PacificVis, 2024)

Has Your Pretrained Model Improved? A Multi-head Posterior Based Approach. - Prince Osei Aboagye; Yan Zheng 001; Junpeng Wang 001; Uday Singh Saini; Xin Dai 002; Chin-Chia Michael Yeh; Yujie Fan; Zhongfang Zhuang; Shubham Jain 011; Liang Wang 047; Wei Zhang 189 (CoRR, 2024)

Random Projection Layers for Multidimensional Time Series Forecasting. - Chin-Chia Michael Yeh; Yujie Fan; Xin Dai 002; Vivian Lai; Prince Osei Aboagye; Junpeng Wang 001; Huiyuan Chen; Yan Zheng 001; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189 (CoRR, 2024)

Preserving Individuality while Following the Crowd: Understanding the Role of User Taste and Crowd Wisdom in Online Product Rating Prediction. - Liang Wang 047; Shubham Jain 011; Yingtong Dou; Junpeng Wang 001; Chin-Chia Michael Yeh; Yujie Fan; Prince Osei Aboagye; Yan Zheng 001; Xin Dai 002; Zhongfang Zhuang; Uday Singh Saini; Wei Zhang 189 (CoRR, 2024)

A Compact Model for Large-Scale Time Series Forecasting. - Chin-Chia Michael Yeh; Xiran Fan; Zhimeng Jiang; Yujie Fan; Huiyuan Chen; Uday Singh Saini; Vivian Lai; Xin Dai 002; Junpeng Wang 001; Zhongfang Zhuang; Liang Wang 047; Yan Zheng 001 (CoRR, 2025)

Towards Efficient Large Scale Spatial-Temporal Time Series Forecasting via Improved Inverted Transformers. - Jiarui Sun 001; Chin-Chia Michael Yeh; Yujie Fan; Xin Dai 002; Xiran Fan; Zhimeng Jiang; Uday Singh Saini; Vivian Lai; Junpeng Wang 001; Huiyuan Chen; Zhongfang Zhuang; Yan Zheng 001; et al. (CoRR, 2025)

Empowering Time Series Forecasting with LLM-Agents. - Chin-Chia Michael Yeh; Vivian Lai; Uday Singh Saini; Xiran Fan; Yujie Fan; Junpeng Wang 001; Xin Dai 002; Yan Zheng 001 (CoRR, 2025)