Chenhui Deng

Researcher, NVIDIA

Joined

September 2019

Names

Chenhui Deng (Preferred)

Emails

****@cornell.edu (Confirmed)

****@nvidia.com (Confirmed)

Personal Links

Homepage

Google Scholar

DBLP

Career & Education History

Researcher

NVIDIA (nvidia.com)

2024 – Present

PhD

ECE, Cornell University (cornell.edu)

2018 – 2024

Advisors, Relations & Conflicts

PhD Advisor

Zhiru Zhang

2018 – 2024

Expertise

No areas of expertise listed

Publications

HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization
Hongzheng Chen, Yingheng Wang, Yaohui Cai, Hins Hu, Jiajie Li, Shirley Huang, Chenhui Deng, Rongjian Liang, Shufeng Kong, Haoxing Ren, Samitha Samaranayake, Carla P Gomes, Zhiru Zhang
- MATH-AI 2025 Poster
- Readers: Everyone
Can LLMs Design Real Hardware? A New Benchmark for RTL Design and Verification Tasks
Nathaniel Pinckney, Chenhui Deng, Chia-Tung Ho, Yun-Da Tsai, Mingjie Liu, Wenfei Zhou, Brucek Khailany, Haoxing Ren
- Submitted to ICLR 2026
- Readers: Everyone
HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization
Hongzheng Chen, Yingheng Wang, Yaohui Cai, Hins Hu, Jiajie Li, Shirley Huang, Chenhui Deng, Rongjian Liang, Shufeng Kong, Haoxing Ren, Samitha Samaranayake, Carla P Gomes, Zhiru Zhang
- ICLR 2026 Poster
- Readers: Everyone
Graph Learning at Scale: Characterizing and Optimizing Pre-Propagation GNNs
Zichao Yue, Chenhui Deng, Zhiru Zhang
- MLSys 2025
- Readers: Everyone
SAGMAN: Stability Analysis of Graph Neural Networks on the Manifolds
Wuxinlin Cheng, Chenhui Deng, Ali Aghdaei, Zhiru Zhang, Zhuo Feng
- ICLR 2025 Conference Withdrawn Submission
- Readers: Everyone
SAGMAN: Stability Analysis of Graph Neural Networks (GNNs) on the Manifolds
Wuxinlin Cheng, Chenhui Deng, Ali Aghdaei, Zhiru Zhang, Zhuo Feng
- ICLR 2024 Conference Withdrawn Submission
- Readers: Everyone
Polynormer: Polynomial-Expressive Graph Transformer in Linear Time
Chenhui Deng, Zichao Yue, Zhiru Zhang
- ICLR 2024 poster
- Readers: Everyone
GARNET: Reduced-Rank Topology Learning for Robust and Scalable Graph Neural Networks
Chenhui Deng, Xiuyu Li, Zhuo Feng, Zhiru Zhang
- Published: 24 Nov 2022, Last Modified: 08 Feb 2026
- LoG 2022 Oral
- Readers: Everyone
GARNET: A Spectral Approach to Robust and Scalable Graph Neural Networks
Chenhui Deng, Xiuyu Li, Zhuo Feng, Zhiru Zhang
- Published: 28 Jan 2022, Last Modified: 13 Feb 2023
- ICLR 2022 Submitted
- Readers: Everyone
GLAIVE: Graph Learning Assisted Instruction Vulnerability Estimation
Jiajia Jiao, Debjit Pal, Chenhui Deng, Zhiru Zhang
- 2021 (modified: 28 Sept 2021)
- DATE 2021
- Readers: Everyone

View all 14 publications

Co-Authors

View all 32 co-authors