Cache-aware sampling strategies for texture-based ray casting on GPU. - Junpeng Wang 001; Fei Yang; Yong Cao 003 (LDAV, 2014)

Computation-to-core mapping strategies for iso-surface volume rendering on GPUs. - Junpeng Wang 001; Fei Yang; Yong Cao 003 (PacificVis, 2015)

Spectrum: A visual analytics tool to explore movement logs. - Junpeng Wang 001; Ji Wang 003; Chris North 001 (VAST, 2015)

Cylindrical acceleration structures for large hexahedral volume visualization. - Junpeng Wang 001; Mai Elshehaly; Yong Cao 003 (LDAV, 2015)

Real-time interactive time correction on the GPU. - Mai Elshehaly; Denis Gracanin; Mohamed A. Gad; Junpeng Wang 001; Hicham G. Elmongui (SciVis, 2015)

Multi-Resolution Climate Ensemble Parameter Analysis with Nested Parallel Coordinates Plots. - Junpeng Wang 001; Xiaotong Liu; Han-Wei Shen; Guang Lin 001 (IEEE Trans. Vis. Comput. Graph., 2017)

A cache-friendly sampling strategy for texture-based volume rendering on GPU. - Junpeng Wang 001; Fei Yang; Yong Cao 003 (Vis. Informatics, 2017)

GANViz: A Visual Analytics Approach to Understand the Adversarial Game. - Junpeng Wang 001; Liang Gou; Hao Yang 007; Han-Wei Shen (IEEE Trans. Vis. Comput. Graph., 2018)

High-dimensional data analysis with subspace comparison using matrix visualization. - Junpeng Wang 001; Xiaotong Liu; Han-Wei Shen (Inf. Vis., 2019)

DQNViz: A Visual Analytics Approach to Understand Deep Q-Networks. - Junpeng Wang 001; Liang Gou; Han-Wei Shen; Hao Yang 007 (IEEE Trans. Vis. Comput. Graph., 2019)

DeepVID: Deep Visual Interpretation and Diagnosis for Image Classifiers via Knowledge Distillation. - Junpeng Wang 001; Liang Gou; Wei Zhang 189; Hao Yang 007; Han-Wei Shen (IEEE Trans. Vis. Comput. Graph., 2019)

Visualization and Visual Analysis of Ensemble Data: A Survey. - Junpeng Wang 001; Subhashis Hazarika; Cheng Li; Han-Wei Shen (IEEE Trans. Vis. Comput. Graph., 2019)

SCANViz: Interpreting the Symbol-Concept Association Captured by Deep Neural Networks through Visual Analytics. - Junpeng Wang 001; Wei Zhang 189; Hao Yang 007 (PacificVis, 2020)

Merchant Category Identification Using Credit Card Transactions. - Chin-Chia Michael Yeh; Zhongfang Zhuang; Yan Zheng 001; Liang Wang 047; Junpeng Wang 001; Wei Zhang 189 (IEEE BigData, 2020)

LatentVis: Investigating and Comparing Variational Auto-Encoders via Their Latent Space. - Xiao Liu; Junpeng Wang 001 (CIKM (Workshops), 2020)

Multi-stream RNN for Merchant Transaction Prediction. - Zhongfang Zhuang; Chin-Chia Michael Yeh; Liang Wang 047; Wei Zhang 189; Junpeng Wang 001 (CoRR, 2020)

InSituNet: Deep Image Synthesis for Parameter Space Exploration of Ensemble Simulations. - Wenbin He; Junpeng Wang 001; Hanqi Guo 001; Ko-Chih Wang; Han-Wei Shen; Mukund Raj; Youssef S. G. Nashed; Tom Peterka (IEEE Trans. Vis. Comput. Graph., 2020)

CECAV-DNN: Collective Ensemble Comparison and Visualization using Deep Neural Networks. - Wenbin He; Junpeng Wang 001; Hanqi Guo 001; Han-Wei Shen; Tom Peterka (Vis. Informatics, 2020)

Investigating the Evolution of Tree Boosting Models with Visual Analytics. - Junpeng Wang 001; Wei Zhang 189; Liang Wang 047; Hao Yang 007 (PacificVis, 2021)

Online Multi-horizon Transaction Metric Estimation with Multi-modal Learning in Payment Networks. - Chin-Chia Michael Yeh; Zhongfang Zhuang; Junpeng Wang 001; Yan Zheng 001; Javid Ebrahimi; Ryan Mercer; Liang Wang 047; Wei Zhang 189 (CIKM, 2021)

An Interactive Visual Demo of Bias Mitigation Techniques for Word Representations From a Geometric Perspective. - Archit Rathore; Sunipa Dev; Vivek Srikumar; Jeff M. Phillips; Yan Zheng 001; Chin-Chia Michael Yeh; Junpeng Wang 001; Wei Zhang 189; Bei Wang 001 (NeurIPS (Competition and Demos), 2021)

VERB: Visualizing and Interpreting Bias Mitigation Techniques for Word Representations. - Archit Rathore; Sunipa Dev; Jeff M. Phillips; Vivek Srikumar; Yan Zheng 001; Chin-Chia Michael Yeh; Junpeng Wang 001; Wei Zhang 189; Bei Wang 001 (CoRR, 2021)

CNNPruner: Pruning Convolutional Neural Networks with Visual Analytics. - Guan Li; Junpeng Wang 001; Han-Wei Shen; Kaixin Chen 004; Guihua Shan; Zhonghua Lu (IEEE Trans. Vis. Comput. Graph., 2021)

USEVis: Visual analytics of attention-based neural embedding in information retrieval. - Xiaonan Ji; Yamei Tu; Wenbin He; Junpeng Wang 001; Han-Wei Shen; Po-Yin Yen (Vis. Informatics, 2021)

Quantized Wasserstein Procrustes Alignment of Word Embedding Spaces. - Prince Osei Aboagye; Yan Zheng 001; Chin-Chia Michael Yeh; Junpeng Wang 001; Zhongfang Zhuang; Huiyuan Chen; Liang Wang 047; Wei Zhang 189; Jeff M. Phillips (AMTA, 2022)

Learning from Disagreement for Event Detection. - Liang Wang 047; Junpeng Wang 001; Yan Zheng 001; Shubham Jain; Chin-Chia Michael Yeh; Zhongfang Zhuang; Javid Ebrahimi; Wei Zhang 189 (IEEE Big Data, 2022)

Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series. - Audrey Der; Chin-Chia Michael Yeh; Renjie Wu 001; Junpeng Wang 001; Yan Zheng 001; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189; Eamonn J. Keogh (ICKG, 2022)

Normalization of Language Embeddings for Cross-Lingual Alignment. - Prince Osei Aboagye; Yan Zheng 001; Chin-Chia Michael Yeh; Junpeng Wang 001; Wei Zhang 189; Liang Wang 047; Hao Yang 007; Jeff M. Phillips (ICLR, 2022)

Embedding Compression with Hashing for Efficient Representation Learning in Large-Scale Graph. - Chin-Chia Michael Yeh; Mengting Gu; Yan Zheng 001; Huiyuan Chen; Javid Ebrahimi; Zhongfang Zhuang; Junpeng Wang 001; Liang Wang 047; Wei Zhang 189 (KDD, 2022)

Error-bounded Approximate Time Series Joins using Compact Dictionary Representations of Time Series. - Chin-Chia Michael Yeh; Yan Zheng 001; Junpeng Wang 001; Huiyuan Chen; Zhongfang Zhuang; Wei Zhang 189; Eamonn J. Keogh (SDM, 2022)

SQRQuerier: A Visual Querying Framework for Cross-national Survey Data Recycling. - Yamei Tu; Olga Li; Junpeng Wang 001; Han-Wei Shen; Przemek Powalko; Irina Tomescu-Dubrow; Kazimierz M. Slomczynski; Spyros Blanas; J. Craig Jenkins (CoRR, 2022)

Visual Analytics for RNN-Based Deep Reinforcement Learning. - Junpeng Wang 001; Wei Zhang 189; Hao Yang 007; Chin-Chia Michael Yeh; Liang Wang 047 (IEEE Trans. Vis. Comput. Graph., 2022)

Time Series Synthesis Using the Matrix Profile for Anonymization. - Audrey Der; Chin-Chia Michael Yeh; Yan Zheng 001; Junpeng Wang 001; Huiyuan Chen; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189; Eamonn J. Keogh (IEEE Big Data, 2023)

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

Sketching Multidimensional Time Series for Fast Discord Mining. - Chin-Chia Michael Yeh; Yan Zheng 001; Menghai Pan; Huiyuan Chen; Zhongfang Zhuang; Junpeng Wang 001; Liang Wang 047; Wei Zhang 189; Jeff M. Phillips; 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; Zhongfang Zhuang; Wei Zhang 189 (CIKM, 2023)

An Efficient Content-based Time Series Retrieval System. - Chin-Chia Michael Yeh; Huiyuan Chen; Xin Dai; 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; 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; Shubham Jain; Junpeng Wang 001; Yujie Fan; Chin-Chia Michael Yeh; Yan Zheng 001; Zhongfang Zhuang; Wei Zhang 189 (CIKM, 2023)

Interpretable Debiasing of Vectorized Language Representations with Iterative Orthogonalization. - Prince Osei Aboagye; Yan Zheng 001; Jack Shunn; Chin-Chia Michael Yeh; Junpeng Wang 001; Zhongfang Zhuang; Huiyuan Chen; Liang Wang 047; Wei Zhang 189; Jeff M. Phillips (ICLR, 2023)

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

EmbeddingTree: Hierarchical Exploration of Entity Features in Embedding. - Yan Zheng 001; Junpeng Wang 001; Chin-Chia Michael Yeh; Yujie Fan; Huiyuan Chen; Liang Wang 047; Wei Zhang 189 (PacificVis, 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; Yan Zheng 001; Wei Zhang 189 (ECML/PKDD (7), 2023)

Sharpness-Aware Graph Collaborative Filtering. - Huiyuan Chen; Chin-Chia Michael Yeh; Yujie Fan; Yan Zheng 001; Junpeng Wang 001; Vivian Lai; Mahashweta Das; Hao Yang 007 (SIGIR, 2023)

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

Compressing and interpreting word embeddings with latent space regularization and interactive semantics probing. - Haoyu Li; Junpeng Wang 001; Yan Zheng 001; Liang Wang 047; Wei Zhang 189; Han-Wei Shen (Inf. Vis., 2023)

Learning-From-Disagreement: A Model Comparison and Visual Analytics Framework. - Junpeng Wang 001; Liang Wang 047; Yan Zheng 001; Chin-Chia Michael Yeh; Shubham Jain; Wei Zhang 189 (IEEE Trans. Vis. Comput. Graph., 2023)

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

SDRQuerier: A Visual Querying Framework for Cross-National Survey Data Recycling. - Yamei Tu; Olga Li; Junpeng Wang 001; Han-Wei Shen; Przemek Powalko; Irina Tomescu-Dubrow; Kazimierz M. Slomczynski; Spyros Blanas; J. Craig Jenkins (IEEE Trans. Vis. Comput. Graph., 2023)

Visual Analytics of Neuron Vulnerability to Adversarial Attacks on Convolutional Neural Networks. - Yiran Li 002; Junpeng Wang 001; Takanori Fujiwara; Kwan-Liu Ma (ACM Trans. Interact. Intell. Syst., 2023)

A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining. - Audrey Der; Chin-Chia Michael Yeh; Xin Dai; 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 XXXI: Motif Discovery Made Faster. - Maryam Shahcheraghi; Chin-Chia Michael Yeh; Yan Zheng 001; Junpeng Wang 001; Zhongfang Zhuang; Liang Wang 047; Mahashweta Das; Eamonn J. Keogh (ICKG, 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; 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; 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; Yan Zheng 001; Liang Wang 047; Wei Zhang 189 (PacificVis, 2024)

PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies. - Audrey Der; Chin-Chia Michael Yeh; Yan Zheng 001; Junpeng Wang 001; Zhongfang Zhuang; Liang Wang 047; Wei Zhang 189; Eamonn J. Keogh (SDM, 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; Chin-Chia Michael Yeh; Yujie Fan; Zhongfang Zhuang; Shubham Jain; Liang Wang 047; Wei Zhang 189 (CoRR, 2024)

Random Projection Layers for Multidimensional Time Series Forecasting. - Chin-Chia Michael Yeh; Yujie Fan; Xin Dai; 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; Yingtong Dou; Junpeng Wang 001; Chin-Chia Michael Yeh; Yujie Fan; Prince Osei Aboagye; Yan Zheng 001; Xin Dai; Zhongfang Zhuang; Uday Singh Saini; Wei Zhang 189 (CoRR, 2024)

VERB: Visualizing and Interpreting Bias Mitigation Techniques Geometrically for Word Representations. - Archit Rathore; Sunipa Dev; Jeff M. Phillips; Vivek Srikumar; Yan Zheng 001; Chin-Chia Michael Yeh; Junpeng Wang 001; Wei Zhang 189; Bei Wang 001 (ACM Trans. Interact. Intell. Syst., 2024)

Visual Analytics for Efficient Image Exploration and User-Guided Image Captioning. - Yiran Li 002; Junpeng Wang 001; Prince Osei Aboagye; Chin-Chia Michael Yeh; Yan Zheng 001; Liang Wang 047; Wei Zhang 189; Kwan-Liu Ma (IEEE Trans. Vis. Comput. Graph., 2024)

An In-Situ Visual Analytics Framework for Deep Neural Networks. - Guan Li; Junpeng Wang 001; Yang Wang 121; Guihua Shan; Ying Zhao 001 (IEEE Trans. Vis. Comput. Graph., 2024)

Visual Analytics for Machine Learning: A Data Perspective Survey. - Junpeng Wang 001; Shixia Liu; Wei Zhang 189 (IEEE Trans. Vis. Comput. Graph., 2024)

Visual Attention Exploration in Vision-Based Mamba Models. - Junpeng Wang 001; Chin-Chia Michael Yeh; Uday Singh Saini; Mahashweta Das (PacificVis, 2025)

ParamsDrag: Interactive Parameter Space Exploration via Image-Space Dragging. - Guan Li; Yang Liu; Guihua Shan; Shiyu Cheng; Weiqun Cao; Junpeng Wang 001; Ko-Chih Wang (IEEE Trans. Vis. Comput. Graph., 2025)

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; Junpeng Wang 001; Zhongfang Zhuang; Liang Wang 047; Yan Zheng 001 (CoRR, 2025)

Adversarial attacks on machine learning-aided visualizations. - Takanori Fujiwara; Kostiantyn Kucher; Junpeng Wang 001; Rafael Messias Martins; Andreas Kerren; Anders Ynnerman (J. Vis., 2025)

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

Advancing Table Understanding of Large Language Models via Feature Re-ordering. - Guanchu Wang; Yuzhong Chen; Huiyuan Chen; Xiran Fan; Junpeng Wang 001; Xiaoting Li 001; Mingzhi Hu; Chia-Yuan Chang 002; Xia Hu 001 (SIGKDD Explor., 2025)