Qi He

PhD student, University of Maryland, College Park

Joined

January 2024

Names

Qi He (Preferred)

Emails

****@umd.edu (Confirmed)

Personal Links

Career & Education History

PhD student

University of Maryland, College Park (umd.edu)

2023 – 2028

Advisors, Relations & Conflicts

PhD Advisor

2023 – 2028

Expertise

machine learning

2023 – 2028

Publications

Understanding Weak-to-Strong Generalization: A Spectral Analysis
Qi He, Heng Huang
- ICLR 2026 Conference Withdrawn Submission
- Readers: Everyone
Bilevel ZOFO: Efficient LLM Fine-Tuning and Meta-Training
Reza Shirkavand, Peiran Yu, Qi He, Heng Huang
- NeurIPS 2025 poster
- Readers: Everyone
Revisiting Convergence: Shuffling Complexity Beyond Lipschitz Smoothness
Qi He, Peiran Yu, Ziyi Chen, Heng Huang
- ICML 2025 poster
- Readers: Everyone
Revisiting Convergence: A Study on Shuffling-Type Gradient Methods
Qi He, Peiran Yu, Ziyi Chen, Heng Huang
- Submitted to ICLR 2025
- Readers: Everyone
Bilevel ZOFO: Bridging Parameter-Efficient and Zeroth-Order Techniques for Efficient LLM Fine-Tuning and Meta-Training
Reza Shirkavand, Qi He, Peiran Yu, Heng Huang
- Submitted to ICLR 2025
- Readers: Everyone

Co-Authors