Chenhui Deng

1. Polynormer: Polynomial-Expressive Graph Transformer in Linear Time
   2024/03/02 by Chenhui Deng, Deng, Chenhui, Zichao Yue +3 · 15 citations
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications #Photonic and Optical Devices #Semiconductor Lasers and Optical Devices
2. Comprehensive Verilog Design Problems: A Next-Generation Benchmark Dataset for Evaluating Large Language Models and Agents on RTL Design and Verification
   2025/06/17 by Nathaniel Pinckney, Pinckney, Nathaniel, Chenhui Deng +13 · 2 voices · 7 citations
   Computer Science · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Natural Language Processing Techniques #cs.AR #cs.LG
3. SPADE: A Spectral Method for Black-Box Adversarial Robustness Evaluation
   2021/02/07 by Wuxinlin Cheng, Chenhui Deng, Cheng, Wuxinlin +9 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Domain Adaptation and Few-Shot Learning
4. HeuriGym: An Agentic Benchmark for LLM-Crafted Heuristics in Combinatorial Optimization
   2025/06/09 by Hongzheng Chen, Chen, Hongzheng, Yingheng Wang +22 · 8 citations
   Computer Science · Materials Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Constraint Satisfaction and Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science #Multimodal Machine Learning Applications
5. ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation
   2025/06/05 by Chenhui Deng, Yun-Da Tsai, Deng, Chenhui +7 · 5 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Model-Driven Software Engineering Techniques #Natural Language Processing Techniques #Software Testing and Debugging Techniques
6. Agentic Hardware Design as Repository-Level Code Evolution
   2026/06/26 by Cunxi Yu, Chenhui Deng, Nathaniel Pinckney +1 · 1 voice
   Computer Science · #cs.AR #cs.AI
7. ChipAlign: Instruction Alignment in Large Language Models for Chip Design via Geodesic Interpolation
   2024/12/15 by Chenhui Deng, Deng, Chenhui, Yunsheng Bai +3 · 1 citation
   Computer Science · Engineering · #Model-Driven Software Engineering Techniques #Computational Geometry and Mesh Generation #Modular Robots and Swarm Intelligence