Scholar
Shida Wang
Google Scholar ID: vA2YMfgAAAAJ
National University of Singapore
Citations & Impact
Citations
109
H-index
6
i10-index
5
Publications
12
Co-authors
11
list available
Publications
Resume (English only)
Academic Achievements
- - Publications:
- 1. Inverse Approximation Theory for Nonlinear Recurrent Neural Networks (ICLR 2024, spotlight)
- 2. StableSSM: Alleviating the Curse of Memory in State-space Models through Stable Reparameterization (ICML 2024)
- 3. State-space models with layer-wise nonlinearity are universal approximators with exponential decaying memory (NeurIPS 2023)
- 4. Efficient Hyperdimensional Computing (ECML 2023)
- 5. A Brief Survey on the Approximation Theory for Sequence Modelling (JML 2023)
- 6. Integrating Deep Learning and Synthetic Biology: A Co-Design Approach for Enhancing Gene Expression via N-terminal Coding Sequences (ACS Synthetic Biology)
- - Manuscripts:
- 1. LongSSM: On the Length Extension of State-space Models in Language Modelling (ICML 2024 NGSM workshop)
- 2. Improve Long-term Memory Learning Through Rescaling the Error Temporally
- 3. HyperSNN: A new efficient and robust deep learning model for resource constrained control applications
- 4. Learning Relational Tabular Data without Shared Features
Research Experience
- - 2025.01-Present: XTY AI residency (New York)
- - 2024.04-2024.08: 01.AI Multi-modal Intern
- - 2023.04-2023.12: Sea AI Lab Intern
- - 2021.08-2021.10: Advance.AI R&D Intern
- - 2019.07-2020.01: Megvii Intern
- - 2019.01-2019.02: Goku-data Intern
Education
- - Ph.D. in Mathematics, National University of Singapore, 2020-2024, Advisor: Professor Li Qianxiao
- - B.S. in Mathematics, Fudan University, 2016-2020
Background
- - Research Interests: Sequence modeling, language models, and nonlinear systems
- - Field: Applied Mathematics, Machine Learning
Miscellany
- - Skills: Python (PyTorch, JAX, TensorFlow), C/C++, Haskell
- - Languages: Chinese (Mandarin) and English
- - Travel Experiences:
- 1. 2023.12.10-2023.12.16: New Orleans, NeurIPS 2023
- 2. 2024.01.08-2024.01.12: GYSS
- 3. 2024.05.06-2024.05.10: Vienna, ICLR 2024
- 4. 2024.07.08-2024.07.12: Symposium on ML and DS
- 5. 2024.07.15-2024.07.19: SciCADE
- 6. 2024.07.21-2024.07.27: Vienna, ICML 2024
- 7. 2024.08.19-2024.08.20: Changsha, Central South University
- 8. 2024.08.30-2024.09.01: Ningbo, Eastern Institute of Technology
- 9. 2024.09.04-2024.09.08: Shanghai, Fudan University
- 10. 2024.11.15: CRUNCH seminar
- 11. 2024.12.10-2024.12.16: Vancouver, NeurIPS 2024 (Top Reviewers)
- - Teaching Assistant Positions:
- 1. DSA5102 (2021.08-11)
- 2. DSA5101, DSA5102 (2020.08-11)
