Giang Tran

Assistant Professor, University of Waterloo

Joined

May 2023

Names

Giang Tran (Preferred)

Emails

****@uwaterloo.ca (Confirmed)

Personal Links

Homepage

Google Scholar

ORCID

Career & Education History

Assistant Professor

University of Waterloo (uwaterloo.ca)

2017 – Present

Advisors, Relations & Conflicts

Coauthor

Rachel Ward

Present

Coauthor

Hayden Schaeffer

Present

Expertise

Scientific Machine Learning

Present

Compressed Sensing

Present

Signal and Image Processing

Present

Publications

Generalization Bound for Diffusion Models using a Adaptive Random Features (DARF)
Esha Saha, Giang Tran
- MATH4AI @ AAAI 2026 Poster
- Readers: Everyone
Fast Multipole Attention: A Divide-and-Conquer Attention Mechanism for Long Sequences
Yanming Kang, Hans De Sterck, Giang Tran
- Submitted to ICLR 2024
- Readers: Everyone
Diffusion Random Feature Model
Esha Saha, Giang Tran
- ICLR 2024 Conference Withdrawn Submission
- Readers: Everyone
HARFE: Hard-Ridge Random Feature Expansion
Esha Saha, Hayden Schaeffer, Giang Tran
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- CoRR 2022
- Readers: Everyone
SPADE4: Sparsity and Delay Embedding based Forecasting of Epidemics
Esha Saha, Lam Si Tung Ho, Giang Tran
- Published: 01 Jan 2022, Last Modified: 12 May 2023
- CoRR 2022
- Readers: Everyone
SRMD: Sparse Random Mode Decomposition
Nicholas Richardson, Hayden Schaeffer, Giang Tran
- Published: 01 Jan 2022, Last Modified: 16 May 2023
- CoRR 2022
- Readers: Everyone
Function Approximation via Sparse Random Features
Abolfazl Hashemi, Hayden Schaeffer, Robert Shi, Ufuk Topcu, Giang Tran, Rachel Ward
- Published: 01 Jan 2021, Last Modified: 16 May 2023
- CoRR 2021
- Readers: Everyone
Adaptive Group Lasso Neural Network Models for Functions of Few Variables and Time-Dependent Data
Lam Si Tung Ho, Giang Tran
- Published: 01 Jan 2021, Last Modified: 16 May 2023
- CoRR 2021
- Readers: Everyone
Extracting Structured Dynamical Systems Using Sparse Optimization With Very Few Samples
Hayden Schaeffer, Giang Tran, Rachel Ward, Linan Zhang
- Published: 01 Jan 2020, Last Modified: 16 May 2023
- Multiscale Model. Simul. 2020
- Readers: Everyone
Recovery guarantees for polynomial coefficients from weakly dependent data with outliers
Lam Si Tung Ho, Hayden Schaeffer, Giang Tran, Rachel Ward
- Published: 01 Jan 2020, Last Modified: 16 May 2023
- J. Approx. Theory 2020
- Readers: Everyone

View all 22 publications

Giang Tran

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Co-Authors