| 2026 | TACAS | ReVEAL: GNN-Guided Reverse Engineering for Formal Verification of Optimized Multipliers. | Chen Chen, Daniela Kaufmann, Chenhui Deng, Zhan Song, Hongce Zhang, Cunxi Yu |
| 2025 | ASPLOS | SmoothE: Differentiable E-Graph Extraction. | Yaohui Cai, Kaixin Yang, Chenhui Deng, Cunxi Yu, Zhiru Zhang |
| 2025 | DAC | CirSTAG: Circuit Stability Analysis on Graph-based Manifolds. | Wuxinlin Cheng, Yihang Yuan, Chenhui Deng, Ali Aghdaei, Zhiru Zhang, Zhuo Feng |
| 2025 | DAC | ChipAlign: Instruction Alignment in Large Language Models for Chip Design via Geodesic Interpolation. | Chenhui Deng, Yunsheng Bai, Haoxing Ren |
| 2024 | DAC | Less is More: Hop-Wise Graph Attention for Scalable and Generalizable Learning on Circuits. | Chenhui Deng, Zichao Yue, Cunxi Yu, Gokce Sarar, Ryan Carey, Rajeev Jain, Zhiru Zhang |
| 2024 | ICLR | Polynormer: Polynomial-Expressive Graph Transformer in Linear Time. | Chenhui Deng, Zichao Yue, Zhiru Zhang |
| 2021 | ASPDAC | Layout Symmetry Annotation for Analog Circuits with Graph Neural Networks. | Xiaohan Gao, Chenhui Deng, Mingjie Liu, Zhiru Zhang, David Z. Pan, Yibo Lin |
| 2021 | DATE | GLAIVE: Graph Learning Assisted Instruction Vulnerability Estimation. | Jiajia Jiao, Debjit Pal, Chenhui Deng, Zhiru Zhang |
| 2021 | ICML | SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation. | Wuxinlin Cheng, Chenhui Deng, Zhiqiang Zhao, Yaohui Cai, Zhiru Zhang, Zhuo Feng |
| 2020 | ICCAD | Accurate Operation Delay Prediction for FPGA HLS Using Graph Neural Networks. | Ecenur Ustun, Chenhui Deng, Debjit Pal, Zhijing Li, Zhiru Zhang |
| 2020 | ICLR | GraphZoom: A Multi-level Spectral Approach for Accurate and Scalable Graph Embedding. | Chenhui Deng, Zhiqiang Zhao, Yongyu Wang, Zhiru Zhang, Zhuo Feng |