Yao Su
Ph.D. Candidate
Data Science Program, Computer Science Department
Worcester Polytechnic Institute
Email: ysu6@wpi.edu
About Me
I am a Ph.D. student in the Data Science Program (Computer Science Department) at Worcester Polytechnic Institute (WPI) , advised by Prof. Xiangnan Kong. I also work closely with Prof. Lifang He. I have interned at Google Research and Amazon AI.Â
Research
I am broadly interested in machine learning, data mining and artificial intelligence. My research and experience cover a wide range of topics and applications, from computer vision and natural language processing to speech processing, with a focus on generative models and large language models. To be more specific:
Artificial Intelligence: Deep Learning, Generative AI (GenAI)
Multimodal Machine Learning: Vision, Language, Audio
Computer Vision: Image Registration, Image Segmentation, Image Classification, Image Generation
Natural Language Processing: Large Language Models (LLMs), Efficient Decoding, Prompt Optimization
Speech Processing: Automatic Speech Recognition (ASR), Streaming/Real-time Processing, AudioLLMs
News
[2024.12] [Ph.D.] Graduated with a Ph.D. degree.🎓
[2024.12] [Award] Received Outstanding Teaching Assistant Award at WPI.
[2024.12] [TPC] Invited to serve as PC member for ICML 2025 and IJCAI 2025.
[2024.11] [Ph.D.] Passed Ph.D. Dissertation Defense.
[2024.11] [TPC] Invited to serve as PC member for CVPR 2025 and AISTATS 2025.
[2024.10] [Paper] One paper was accepted by IEEE BigData 2024 (Research paper).
[2024.09] [Award] Received NSF Accelerate Grant as PI to support my PhD dissertation research.
[2024.08] [TPC] Invited to serve as PC member for KDD 2025, ICLR 2025 and ICASSP 2025.
[2024.05] [Intern] Joined Google Research as a Research Scientist Intern for LLMs research.
[2024.05] [Paper] One paper was accepted by SIGMOD 2025 (Research paper).Â
[2024.04] [TPC] Invited to serve as PC member for NeurIPS 2024, ECCV 2024 and CIKM 2024.
[2024.03] [Award] Received NSF Travel Award for participation in SDM 2024 Doctoral Forum.
[2024.03] [Ph.D.] Passed Ph.D. Dissertation Proposal.
[2024.01] [TPC] Invited to serve as PC member for KDD 2024, IJCAI 2024 and CHIL 2024.
[2023.11] [Award] Received Student Travel Award at IEEE BigData 2023.
[2023.10] [Paper] One paper was accepted by IEEE BigData 2023 (Regular paper).
[2023.09] [TPC] Invited to serve as PC member for CVPR 2024 and SDM 2024.
[2023.07] [Award] Received Student Travel Award at KDD 2023.
[2023.05] [Paper] One first-author paper was accepted by KDD 2023 (Research Track).
[2023.05] [Intern] Joined Amazon AI as an Applied Scientist Intern for LLMs research.
[2023.04] [Award] Won third place in the GRIE competition at WPI.
[2023.02] [TPC] Invited to serve as PC member for CHIL 2023 and KDD 2023.
[2022.10] [Award] Received NSF Student Travel Award at ICDM 2022.
[2022.08] [Paper] One first-author paper was accepted by ICDM 2022 (Full Paper).
[2022.06] [Intern] Joined Amazon AI as an Applied Scientist Intern for LLMs research.
[2022.06] [Award] Received Student Registration Award at KDD 2022.
[2022.05] [Paper] One first-author paper was accepted by KDD 2022 (Research Track).
[2022.03] [Ph.D.] Passed Ph.D. Research Qualifier Exam.
[2021.08] [Ph.D.] Started Ph.D. studies.
Awards
Outstanding Teaching Assistant Award, WPI, 2024
NSF Accelerate ACCESS Grant (PI), NSF, 2024
NSF Doctoral Forum Travel Award, SDM, 2024
Student Travel Award, IEEE BigData, 2023
Data Science Travel Award, WPI, 2023
Student Travel Award, KDD, 2023
Third place in the GRIE competition, WPI, 2023
NSF Student Travel Award, ICDM, 2022
Graduate Student Travel Award, WPI, 2022
A&S Graduate Student Conference Attendance Award, WPI, 2022, 2023
Student Registration Award, KDD, 2022
Maintaining Academic Excellence Award, WPI, 2020
Academic Service
Conference Session Chair
IEEE International Conference on Data Mining (ICDM), 2022
- Learning and Fusion Session
Journal Reviewer
ACM Transactions on Knowledge Discovery from Data (TKDD), 2021, 2022, 2023
IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023
IEEE Signal Processing Letters (SPL), 2024
Pattern Recognition Letters (PRL), 2023
Conference Program Committee
Neural Information Processing Systems (NeurIPS), 2024
The International Conference on Machine Learning (ICML), 2025
The International Conference on Learning Representations (ICLR), 2025
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023, 2024, 2025
The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2024, 2025
International Joint Conference on Artificial Intelligence (IJCAI), 2024, 2025
The European Conference on Computer Vision (ECCV), 2024
ACM International Conference on Information and Knowledge Management (CIKM), 2024
IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
SIAM International Conference on Data Mining (SDM), 2024
The International Conference on Artificial Intelligence and Statistics (AISTATS), 2025
The Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2023
The Conference on Health, Inference, and Learning (CHIL), 2023, 2024
Volunteer
ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2022, 2023
IEEE International Conference on Data Mining (ICDM), 2022