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Hao, Cong

  1. M3ViT: Mixture-of-Experts Vision Transformer for Efficient Multi-task Learning with Model-Accelerator Co-design
    2022/10/26 by Hanxue Liang, Liang, Hanxue, Zhiwen Fan +15 · 17 citations
    Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
  2. Adversarial Graph Augmentation to Improve Graph Contrastive Learning
    2021/06/10 by Susheel Suresh, Li Pan, Suresh, Susheel +5 · 12 citations
    Computer Science · Materials Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computational Drug Discovery Methods #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
  3. Understanding the Performance and Estimating the Cost of LLM Fine-Tuning
    2024/08/08 by Yuchen Xia, J. Kim, Xia, Yuchen +11 · 16 citations
    Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Iterative Learning Control Systems #Machine Learning (cs.LG) #Simulation Techniques and Applications
  4. ScaleHLS: A New Scalable High-Level Synthesis Framework on Multi-Level Intermediate Representation
    2021/07/24 by Hanchen Ye, Ye, Hanchen, Cong Hao +11 · 8 citations
    Computer Science · Engineering · #Parallel Computing and Optimization Techniques #Embedded Systems Design Techniques #Ferroelectric and Negative Capacitance Devices
  5. Gamora: Graph Learning based Symbolic Reasoning for Large-Scale Boolean Networks
    2023/03/14 by Wu, Nan, Li, Yingjie, Hao, Cong +3 · 10 citations
    #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
  6. FPGA/DNN Co-Design: An Efficient Design Methodology for IoT Intelligence on the Edge
    2019/04/09 by Cong Hao, Xiaofan Zhang, Hao, Cong +13 · 1 voice
    #cs.CV
  7. FlowGNN: A Dataflow Architecture for Real-Time Workload-Agnostic Graph Neural Network Inference
    2022/04/27 by Sarkar, Rishov, Abi-Karam, Stefan, He, Yuqi +2 · 6 citations
    #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
  8. Edge-MoE: Memory-Efficient Multi-Task Vision Transformer Architecture with Task-level Sparsity via Mixture-of-Experts
    2023/05/30 by Rishov Sarkar, Sarkar, Rishov, Hanxue Liang +7 · 6 citations
    Engineering · Computer Science · #CCD and CMOS Imaging Sensors #Advanced Neural Network Applications #Advanced Image and Video Retrieval Techniques
  9. Unsupervised Learning for Combinatorial Optimization with Principled Objective Relaxation
    2022/07/13 by Haoyu Wang, Wang, Haoyu, Nan Wu +7 · 4 citations
    Engineering · Computer Science · #Ferroelectric and Negative Capacitance Devices #Complexity and Algorithms in Graphs #Stochastic Gradient Optimization Techniques
  10. LOSTIN: Logic Optimization via Spatio-Temporal Information with Hybrid Graph Models
    2022/01/20 by Nan Wu, Jiwon Lee, Wu, Nan +5 · 3 citations
    Engineering · Computer Science · #VLSI and FPGA Design Techniques #VLSI and Analog Circuit Testing #Low-power high-performance VLSI design
  11. HLSFactory: A Framework Empowering High-Level Synthesis Datasets for Machine Learning and Beyond
    2024/05/01 by Stefan Abi-Karam, Abi-Karam, Stefan, Rishov Sarkar +17 · 5 citations
    Computer Science · Decision Sciences · #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques #Scientific Computing and Data Management
  12. Robotic Computing on FPGAs: Current Progress, Research Challenges, and Opportunities
    2022/05/14 by Wan, Zishen, Lele, Ashwin, Yu, Bo +5 · 3 citations
    #FOS: Computer and information sciences #Robotics (cs.RO)
  13. EDD: Efficient Differentiable DNN Architecture and Implementation Co-search for Embedded AI Solutions
    2020/05/06 by Yuhong Li, Li, Yuhong, Cong Hao +13 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning
  14. Enabling Design Methodologies and Future Trends for Edge AI: Specialization and Co-design
    2021/03/25 by Cong Hao, Hao, Cong, Jordan Dotzel +9 · 1 citation
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #IoT and Edge/Fog Computing
  15. Generic Neural Architecture Search via Regression
    2021/08/04 by Li, Yuhong, Hao, Cong, Li, Pan +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
  16. HLS-Eval: A Benchmark and Framework for Evaluating LLMs on High-Level Synthesis Design Tasks
    2025/04/16 by Abi-Karam, Stefan, Hao, Cong · 3 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
  17. LightningSimV2: Faster and Scalable Simulation for High-Level Synthesis via Graph Compilation and Optimization
    2024/04/15 by Sarkar, Rishov, Paul, Rachel, Hao, Cong · 2 citations
    #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Performance (cs.PF)
  18. Bottleneck Analysis of Dynamic Graph Neural Network Inference on CPU and GPU
    2022/10/08 by Chen, Hanqiu, Alhinai, Yahya, Jiang, Yihan +2 · 1 citation
    #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  19. GNNBuilder: An Automated Framework for Generic Graph Neural Network Accelerator Generation, Simulation, and Optimization
    2023/03/29 by Abi-Karam, Stefan, Hao, Cong · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  20. SkyNet: a Hardware-Efficient Method for Object Detection and Tracking on Embedded Systems
    2019/09/20 by Zhang, Xiaofan, Lu, Haoming, Hao, Cong +9 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  21. INR-Arch: A Dataflow Architecture and Compiler for Arbitrary-Order Gradient Computations in Implicit Neural Representation Processing
    2023/08/11 by Stefan Abi-Karam, Abi-Karam, Stefan, Rishov Sarkar +9 · 2 citations
    Computer Science · Engineering · #Neural Networks and Applications #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors
  22. LightningSim: Fast and Accurate Trace-Based Simulation for High-Level Synthesis
    2023/04/21 by Sarkar, Rishov, Hao, Cong · 1 citation
    #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Performance (cs.PF)
  23. Ultra Memory-Efficient On-FPGA Training of Transformers via Tensor-Compressed Optimization
    2025/01/11 by Tian, Jiayi, Lu, Jinming, Li, Hai +4 · 2 citations
    #Computation and Language (cs.CL) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
  24. RealProbe: An Automated and Lightweight Performance Profiler for In-FPGA Execution of High-Level Synthesis Designs
    2025/04/04 by Jiho Kim, Cong Hao, Kim, Jiho +1 · 1 citation
    Computer Science · Engineering · #Embedded Systems Design Techniques #VLSI and FPGA Design Techniques #Numerical Methods and Algorithms