Yi Ding

Research Assistant Professor, College of Computing and Data Science, Nanyang Technological University

Joined

February 2024

Names

Yi Ding (Preferred)

Emails

****@ntu.edu.sg (Confirmed)

Personal Links

Career & Education History

Research Assistant Professor

College of Computing and Data Science, Nanyang Technological University (ntu.edu.sg)

2024 – Present

Postdoc

College of Computing and Data Science, Nanyang Technological University (ntu.edu.sg)

2023 – 2024

PhD student

College of Computing and Data Science, Nanyang Technological University (ntu.edu.sg)

2019 – 2023

Advisors, Relations & Conflicts

PhD Advisor

Cuntai Guan

2018 – Present

Expertise

Brain-computer Interfaces

Present

Deep Learning

Present

Affective Computing

Present

Publications

Toward Stable Brain-Computer Interfaces: Revealing and Addressing Prediction Fluctuations in EEG-Based BCIs
Runhe Zhou, Yi Ding, Guanxiang Huang, Cuntai Guan
- Submitted to ICLR 2026
- Readers: Everyone
ELASTIQ: EEG–Language Alignment with Semantic Task Instruction and Querying
Muyun Jiang, Shuailei Zhang, Zhenjie Yang, Wu Mengjun, Weibang Jiang, Zhiwei Guo, Wei Zhang, Rui Liu, Shangen Zhang, Yong Li, Yi Ding, Cuntai Guan
- ICLR 2026 Conference Desk Rejected Submission
- Readers: Everyone
BrainPro: Towards Large-scale Brain State-aware EEG Representation Learning
Yi Ding, Muyun Jiang, Weibang Jiang, Shuailei Zhang, Xinliang Zhou, Chenyu Liu, Shanglin Li, Yong Li, Cuntai Guan
- Submitted to ICLR 2026
- Readers: Everyone
Introducing Multimodal Paradigm for Learning Sleep Staging PSG via General-purpose Model
Jianheng Zhou, Chenyu Liu, Jinan Zhou, Yi Ding, Yang Liu, Haoran Luo, Ziyu Jia, Xinliang Zhou
- Submitted to ICLR 2026
- Readers: Everyone
Uni-NTFM: A Unified Foundation Model for EEG Signal Representation Learning
Zhisheng Chen, Yingwei Zhang, Qizhen Lan, Tianyu Liu, Huacan Wang, Yi Ding, Ziyu Jia, Ronghao Chen, Kun Wang, Xinliang Zhou
- ICLR 2026 Poster
- Readers: Everyone
ECHO: Toward Contextual Seq2Seq Paradigms in Large EEG Models
Chenyu Liu, Yuqiu Deng, Tianyu Liu, Jinan Zhou, Xinliang Zhou, Ziyu Jia, Yi Ding
- ICLR 2026 Poster
- Readers: Everyone
HEEGNet: Hyperbolic Embeddings for EEG
Shanglin Li, Chu Shiwen, Okan Koç, Yi Ding, Qibin Zhao, Motoaki Kawanabe, Ziheng Chen
- ICLR 2026 Poster
- Readers: Everyone
REFED: A Subject Real-time Dynamic Labeled EEG-fNIRS Synchronized Recorded Emotion Dataset
Xiaojun Ning, Jing Wang, Zhiyang Feng, Tianzuo Xin, Shuo Zhang, Shaoqi Zhang, Zheng Lian, Yi Ding, Youfang Lin, Ziyu Jia
- NeurIPS 2025 Datasets and Benchmarks Track poster
- Readers: Everyone
MASA-TCN: Multi-Anchor Space-Aware Temporal Convolutional Neural Networks for Continuous and Discrete EEG Emotion Recognition
Yi Ding, Su Zhang, Chuangao Tang, Cuntai Guan
- IEEE J. Biomed. Health Informatics 2024
- Readers: Everyone
LGGNet: Learning From Local-Global-Graph Representations for Brain-Computer Interface
Yi Ding, Neethu Robinson, Chengxuan Tong, Qiuhao Zeng, Cuntai Guan
- IEEE Trans. Neural Networks Learn. Syst. 2024
- Readers: Everyone

View all 31 publications

Co-Authors

View all 65 co-authors