JW

Junpeng Wang

0000-0002-1130-9914

cs.LGcs.AIcs.HCcs.IRcs.CVcs.DBcs.CRComputer Graphicscs.GRstat.ML

On Valency

published · living versions

PersonaAgent: Retrieval-Augmented Transaction Anomaly Scoring with Refreshable Multi-Entity Persona Memory

with Zhengyu Fang, Liang Wang, Yingtong Dou, Yuzhong Chen +6

1 version

W_472xbuj4v1 · current

Preprints & journals

42 papers in the corpus · 2017–2025

TREASURE: The Visa Payment Foundation Model for High-Volume Transaction Understanding

Chin-Chia Michael Yeh, Uday Singh Saini, Xin Dai et al.

0 citations

2511.19693v32025arXiv

TiCT: A Synthetically Pre-Trained Foundation Model for Time Series Classification

Chin-Chia Michael Yeh, Uday Singh Saini, Junpeng Wang et al.

0 citations

2511.19694v22025arXiv

Empowering Time Series Forecasting with LLM-Agents

Chin-Chia Michael Yeh, Vivian Lai, Uday Singh Saini et al.

2 citations

2508.04231v22025arXiv

UltraSTF: Ultra-Compact Model for Large-Scale Spatio-Temporal Forecasting

Chin-Chia Michael Yeh, Xiran Fan, Zhimeng Jiang et al.

0 citations

2502.20634v22025arXiv

ParamsDrag: Interactive Parameter Space Exploration via Image-Space Dragging.

Li, Guan, Liu, Yang, Shan, Guihua et al.

4 citations

392504082025IEEE transactions on visualization and computer graphics. 2025;31(1):624-634

Visual Analytics for Machine Learning: A Data Perspective Survey.

Wang, Junpeng, Liu, Shixia, Zhang, Wei

43 citations

382614962024IEEE transactions on visualization and computer graphics. 2024;30(12):7637-7656

Preserving Individuality while Following the Crowd: Understanding the Role of User Taste and Crowd Wisdom in Online Product Rating Prediction

Liang Wang, Shubham Jain, Yingtong Dou et al.

0 citations

2409.04649v12024arXiv

Adversarial Attacks on Machine Learning-Aided Visualizations

Takanori Fujiwara, Kostiantyn Kucher, Junpeng Wang et al.

2 citations

2409.02485v22024arXiv

An In-Situ Visual Analytics Framework for Deep Neural Networks.

Li, Guan, Wang, Junpeng, Wang, Yang et al.

5 citations

380516292024IEEE transactions on visualization and computer graphics. 2024;30(10):6770-6786

A Systematic Evaluation of Generated Time Series and Their Effects in Self-Supervised Pretraining

Audrey Der, Chin-Chia Michael Yeh, Xin Dai et al.

1 citation

2408.07869v12024arXiv

Visual Analytics for Efficient Image Exploration and User-Guided Image Captioning.

Li, Yiran, Wang, Junpeng, Aboagye, Prince et al.

13 citations

386257802025IEEE transactions on visualization and computer graphics. 2024;30(6):2875-2887

Compressing and Interpreting Word Embeddings with Latent Space Regularization and Interactive Semantics Probing

Haoyu Li, Junpeng Wang, Yan Zheng et al.

5 citations

2403.16815v12024Information Visualization (2023), 22(1), 52-68

RPMixer: Shaking Up Time Series Forecasting with Random Projections for Large Spatial-Temporal Data

Chin-Chia Michael Yeh, Yujie Fan, Xin Dai et al.

9 citations

2402.10487v42024arXiv

PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies

Audrey Der, Chin-Chia Michael Yeh, Yan Zheng et al.

3 citations

2401.09489v12024SIAM SDM 2024

Temporal Treasure Hunt: Content-based Time Series Retrieval System for Discovering Insights

Chin-Chia Michael Yeh, Huiyuan Chen, Xin Dai et al.

0 citations

2311.02560v12023arXiv

Ego-Network Transformer for Subsequence Classification in Time Series Data

Chin-Chia Michael Yeh, Huiyuan Chen, Yujie Fan et al.

0 citations

2311.02561v12023arXiv

Time Series Synthesis Using the Matrix Profile for Anonymization

Audrey Der, Chin-Chia Michael Yeh, Yan Zheng et al.

3 citations

2311.02563v12023arXiv

Sketching Multidimensional Time Series for Fast Discord Mining

Chin-Chia Michael Yeh, Yan Zheng, Menghai Pan et al.

4 citations

2311.03393v32023arXiv

FATA-Trans: Field And Time-Aware Transformer for Sequential Tabular Data

Dongyu Zhang, Liang Wang, Xin Dai et al.

12 citations

2310.13818v12023arXiv

Toward a Foundation Model for Time Series Data

Chin-Chia Michael Yeh, Xin Dai, Huiyuan Chen et al.

19 citations

2310.03916v12023arXiv

An Efficient Content-based Time Series Retrieval System

Chin-Chia Michael Yeh, Huiyuan Chen, Xin Dai et al.

1 citation

2310.03919v12023arXiv

Multitask Learning for Time Series Data with 2D Convolution

Chin-Chia Michael Yeh, Xin Dai, Yan Zheng et al.

0 citations

2310.03925v22023arXiv

EmbeddingTree: Hierarchical Exploration of Entity Features in Embedding

Yan Zheng, Junpeng Wang, Chin-Chia Michael Yeh et al.

4 citations

2308.01329v12023arXiv

Learning-From-Disagreement: A Model Comparison and Visual Analytics Framework.

Wang, Junpeng, Wang, Liang, Zheng, Yan et al.

16 citations

355038302023IEEE transactions on visualization and computer graphics. 2023;29(9):3809-3825

Sharpness-Aware Graph Collaborative Filtering

Huiyuan Chen, Chin-Chia Michael Yeh, Yujie Fan et al.

8 citations

2307.08910v12023arXiv

PDT: Pretrained Dual Transformers for Time-aware Bipartite Graphs

Xin Dai, Yujie Fan, Zhongfang Zhuang et al.

0 citations

2306.01913v32023arXiv

How Does Attention Work in Vision Transformers? A Visual Analytics Attempt.

Li, Yiran, Wang, Junpeng, Dai, Xin et al.

48 citations

370272632023IEEE transactions on visualization and computer graphics. 2023;29(6):2888-2900

SDRQuerier: A Visual Querying Framework for Cross-National Survey Data Recycling.

Tu, Yamei, Li, Olga, Wang, Junpeng et al.

4 citations

370307792023IEEE transactions on visualization and computer graphics. 2023;29(6):2862-2874

Visual Analytics of Neuron Vulnerability to Adversarial Attacks on Convolutional Neural Networks

Yiran Li, Junpeng Wang, Takanori Fujiwara et al.

9 citations

2303.02814v12023arXiv

Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series

Audrey Der, Chin-Chia Michael Yeh, Renjie Wu et al.

4 citations

2212.06146v12022arXiv

Quantized Wasserstein Procrustes Alignment of Word Embedding Spaces

Prince O Aboagye, Yan Zheng, Michael Yeh et al.

2 citations

2212.02468v12022AMTA 2022

Visual Analytics for RNN-Based Deep Reinforcement Learning.

Wang, Junpeng, Zhang, Wei, Yang, Hao et al.

47 citations

339299612022IEEE transactions on visualization and computer graphics. 2022;28(12):4141-4155

Embedding Compression with Hashing for Efficient Representation Learning in Large-Scale Graph

Chin-Chia Michael Yeh, Mengting Gu, Yan Zheng et al.

16 citations

2208.05648v12022arXiv

Error-bounded Approximate Time Series Joins Using Compact Dictionary Representations of Time Series

Chin-Chia Michael Yeh, Yan Zheng, Junpeng Wang et al.

7 citations

2112.12965v22021arXiv

Merchant Category Identification Using Credit Card Transactions

Chin-Chia Michael Yeh, Zhongfang Zhuang, Yan Zheng et al.

8 citations

2011.02602v12020arXiv

Multi-stream RNN for Merchant Transaction Prediction

Zhongfang Zhuang, Chin-Chia Michael Yeh, Liang Wang et al.

3 citations

2008.01670v12020arXiv

InSituNet: Deep Image Synthesis for Parameter Space Exploration of Ensemble Simulations.

He, Wenbin, Wang, Junpeng, Guo, Hanqi et al.

100 citations

314250972020IEEE transactions on visualization and computer graphics. 2020;26(1):23-33

DeepVID: Deep Visual Interpretation and Diagnosis for Image Classifiers via Knowledge Distillation.

Wang, Junpeng, Gou, Liang, Zhang, Wei et al.

112 citations

308922112019IEEE transactions on visualization and computer graphics. 2019;25(6):2168-2180

DQNViz: A Visual Analytics Approach to Understand Deep Q-Networks.

Wang, Junpeng, Gou, Liang, Shen, Han-Wei et al.

147 citations

301888232024IEEE transactions on visualization and computer graphics. 2018

Visualization and Visual Analysis of Ensemble Data: A Survey.

Wang, Junpeng, Hazarika, Subhashis, Li, Cheng et al.

159 citations

299946152019IEEE transactions on visualization and computer graphics. 2019;25(9):2853-2872

GANViz: A Visual Analytics Approach to Understand the Adversarial Game.

Wang, Junpeng, Gou, Liang, Yang, Hao et al.

86 citations

297231402019IEEE transactions on visualization and computer graphics. 2018;24(6):1905-1917

Multi-Resolution Climate Ensemble Parameter Analysis with Nested Parallel Coordinates Plots.

Wang, Junpeng, Liu, Xiaotong, Shen, Han-Wei et al.

102 citations

278751362018IEEE transactions on visualization and computer graphics. 2017;23(1):81-90

Career total: 72 works. 42 are in this corpus.

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