Peng, Wen-Chih

18 publications

MLJ 2025 A Survey on Self-Supervised Learning for Non-Sequential Tabular Data Wei-Yao Wang, Wei-Wei Du, Derek Xu, Wei Wang, Wen-Chih Peng

AAAI 2025 APAR: Modeling Irregular Target Functions in Tabular Regression via Arithmetic-Aware Pre-Training and Adaptive-Regularized Fine-Tuning Hong-Wei Wu, Wei-Yao Wang, Kuang-Da Wang, Wen-Chih Peng

NeurIPS 2025 Time-IMM: A Dataset and Benchmark for Irregular Multimodal Multivariate Time Series Ching Chang, Jeehyun Hwang, Yidan Shi, Haixin Wang, Wei Wang, Wen-Chih Peng, Tien-Fu Chen

NeurIPSW 2024 Align and Fine-Tune: Enhancing LLMs for Time-Series Forecasting Ching Chang, Wei-Yao Wang, Wen-Chih Peng, Tien-Fu Chen, Sagar Samtani

IJCAI 2024 Benchmarking Stroke Forecasting with Stroke-Level Badminton Dataset Wei-Yao Wang, Wei-Wei Du, Wen-Chih Peng, Tsi-Ui Ik

ECML-PKDD 2024 Offline Imitation of Badminton Player Behavior via Experiential Contexts and Brownian Motion Kuang-Da Wang, Wei-Yao Wang, Ping-Chun Hsieh, Wen-Chih Peng

AAAI 2024 Root Cause Analysis in Microservice Using Neural Granger Causal Discovery Cheng-Ming Lin, Ching Chang, Wei-Yao Wang, Kuang-Da Wang, Wen-Chih Peng

AAAI 2024 SeGA: Preference-Aware Self-Contrastive Learning with Prompts for Anomalous User Detection on Twitter Ying-Ying Chang, Wei-Yao Wang, Wen-Chih Peng

NeurIPSW 2024 Self-Supervised Learning of Disentangled Representations for Multivariate Time-Series Ching Chang, Chan Chiao-Tung, Wei-Yao Wang, Wen-Chih Peng, Tien-Fu Chen

NeurIPSW 2024 Text2Freq: Learning Series Patterns from Text via Frequency Domain Ming-Chih Lo, Ching Chang, Wen-Chih Peng

AAAI 2024 The CoachAI Badminton Environment: A Novel Reinforcement Learning Environment with Realistic Opponents (Student Abstract) Kuang-Da Wang, Wei-Yao Wang, Yu-Tse Chen, Yu-Heng Lin, Wen-Chih Peng

AAAI 2024 The CoachAI Badminton Environment: Bridging the Gap Between a Reinforcement Learning Environment and Real-World Badminton Games Kuang-Da Wang, Yu-Tse Chen, Yu-Heng Lin, Wei-Yao Wang, Wen-Chih Peng

AAAI 2023 A Reinforcement Learning Badminton Environment for Simulating Player Tactics (Student Abstract) Li-Chun Huang, Nai-Zen Hseuh, Yen-Che Chien, Wei-Yao Wang, Kuang-Da Wang, Wen-Chih Peng

ICMLW 2023 Generating Turn-Based Player Behavior via Experience from Demonstrations Kuang-Da Wang, Wei-Yao Wang, Ping-Chun Hsieh, Wen-Chih Peng

AAAI 2023 Where Will Players Move Next? Dynamic Graphs and Hierarchical Fusion for Movement Forecasting in Badminton Kai-Shiang Chang, Wei-Yao Wang, Wen-Chih Peng

AAAI 2022 ShuttleNet: Position-Aware Fusion of Rally Progress and Player Styles for Stroke Forecasting in Badminton Wei-Yao Wang, Hong-Han Shuai, Kai-Shiang Chang, Wen-Chih Peng

AAAI 2020 Attractive or Faithful? Popularity-Reinforced Learning for Inspired Headline Generation Yun-Zhu Song, Hong-Han Shuai, Sung-Lin Yeh, Yi-Lun Wu, Lun-Wei Ku, Wen-Chih Peng

AAAI 2020 TemPEST: Soft Template-Based Personalized EDM Subject Generation Through Collaborative Summarization Yu-Hsiu Chen, Pin-Yu Chen, Hong-Han Shuai, Wen-Chih Peng