Shang Liu

1. RTLCoder: Outperforming GPT-3.5 in Design RTL Generation with Our Open-Source Dataset and Lightweight Solution
   2023/12/14 by Shang Liu, Liu, Shang, Wenji Fang +9 · 16 citations
   Computer Science · #Advanced Data Storage Technologies #Error Correcting Code Techniques #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning and Algorithms #Programming Languages (cs.PL)
2. AssertLLM: Generating and Evaluating Hardware Verification Assertions from Design Specifications via Multi-LLMs
   2024/02/01 by Wenji Fang, Fang, Wenji, Mengming Li +11 · 5 citations
   Computer Science · #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Software Engineering Research #Software Reliability and Analysis Research #Software Testing and Debugging Techniques
3. OpenLLM-RTL: Open Dataset and Benchmark for LLM-Aided Design RTL Generation
   2025/03/19 by Shang Liu, Yao Lu, Liu, Shang +7 · 8 citations
   Decision Sciences · Computer Science · #Simulation Techniques and Applications #Modeling and Simulation Systems
4. UnifiedSSR: A Unified Framework of Sequential Search and Recommendation
   2023/10/21 by Jiayi Xie, Shang Liu, Xie, Jiayi +5 · 3 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Sentiment Analysis and Opinion Mining #Topic Modeling
5. CircuitFusion: Multimodal Circuit Representation Learning for Agile Chip Design
   2025/05/04 by Wenji Fang, Fang, Wenji, Shang Liu +5 · 7 citations
   Computer Science · Engineering · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #VLSI and Analog Circuit Testing #VLSI and FPGA Design Techniques
6. Annotating Slack Directly on Your Verilog: Fine-Grained RTL Timing Evaluation for Early Optimization
   2024/03/27 by Wenji Fang, Shang Liu, Fang, Wenji +5 · 3 citations
   Computer Science · Engineering · #FOS: Computer and information sciences #Flexible and Reconfigurable Manufacturing Systems #Formal Methods in Verification #Hardware Architecture (cs.AR)
7. NetTAG: A Multimodal RTL-and-Layout-Aligned Netlist Foundation Model via Text-Attributed Graph
   2025/04/12 by Wenji Fang, Wenkai Li, Fang, Wenji +9 · 4 citations
   Computer Science · #Semantic Web and Ontologies #Graph Theory and Algorithms #Advanced Graph Neural Networks
8. Privacy in Fine-tuning Large Language Models: Attacks, Defenses, and Future Directions
   2024/12/21 by Hao Du, Shang Liu, Du, Hao +9 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
9. Towards Better Understanding of In-Context Learning Ability from In-Context Uncertainty Quantification
   2024/05/24 by Shang Liu, Zhongze Cai, Liu, Shang +5 · 1 citation
   Computer Science · Engineering · #AI-based Problem Solving and Planning #Computation and Language (cs.CL) #FOS: Computer and information sciences #Fault Detection and Control Systems #Intelligent Tutoring Systems and Adaptive Learning #Machine Learning (cs.LG) #Machine Learning (stat.ML)
10. RTL-Sequencer: Towards Scalable RTL Timing Prediction with the Sequence-based Paradigm
    2026/07/17 by Ziyan Guo, Wenji Fang, Wenkai Li +3
    #cs.AR #cs.AI #cs.LG
11. MA-DAR: Manifold-Aligned Dynamic Adaptive Routing for Continual Temporal Knowledge Graph Reasoning
    2026/07/24 by Xiangjun Shi, Chong Mu, Jinchuan Zhang +3
    #cs.LG #cs.AI