Haoran You

1. HW-NAS-Bench:Hardware-Aware Neural Architecture Search Benchmark
   2021/03/19 by Chaojian Li, Li, Chaojian, Zhongzhi Yu +15 · 9 citations
   Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. ViTCoD: Vision Transformer Acceleration via Dedicated Algorithm and Accelerator Co-Design
   2022/10/18 by Haoran You, Zhanyi Sun, You, Haoran +15 · 10 citations
   Computer Science · Engineering · #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #Visual Attention and Saliency Detection
3. Instant-3D: Instant Neural Radiance Field Training Towards On-Device AR/VR 3D Reconstruction
   2023/04/24 by Sixu Li, Li, Sixu, Chaojian Li +13 · 10 citations
   Computer Science · Engineering · #3D Shape Modeling and Analysis #Advanced Neural Network Applications #Advanced Vision and Imaging #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
4. ShiftAddLLM: Accelerating Pretrained LLMs via Post-Training Multiplication-Less Reparameterization
   2024/06/10 by Haoran You, You, Haoran, Yipin Guo +15 · 10 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Handwritten Text Recognition Techniques #Machine Learning (cs.LG) #Mathematics, Computing, and Information Processing #Natural Language Processing Techniques
5. Drawing Early-Bird Tickets: Towards More Efficient Training of Deep Networks
   2019/09/26 by Haoran You, Chaojian Li, You, Haoran +15 · 6 citations
   Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Stochastic Gradient Optimization Techniques
6. EDGE-LLM: Enabling Efficient Large Language Model Adaptation on Edge Devices via Layerwise Unified Compression and Adaptive Layer Tuning and Voting
   2024/06/22 by Zhongzhi Yu, Yu, Zhongzhi, Zheng Wang +15 · 9 citations
   Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Speech Recognition and Synthesis #Topic Modeling #and Cluster Computing (cs.DC)
7. Towards Cognitive AI Systems: a Survey and Prospective on Neuro-Symbolic AI
   2024/01/02 by Zishen Wan, Wan, Zishen, Che-Kai Liu +17 · 6 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Neural Networks and Applications
8. I-GCN: A Graph Convolutional Network Accelerator with Runtime Locality Enhancement through Islandization
   2022/03/07 by Tong Geng, Geng, Tong, Chunshu Wu +15 · 2 citations
   Computer Science · Engineering · #Advanced Graph Neural Networks #Advanced Memory and Neural Computing #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
9. Castling-ViT: Compressing Self-Attention via Switching Towards Linear-Angular Attention at Vision Transformer Inference
   2022/11/18 by Haoran You, Yunyang Xiong, You, Haoran +13 · 2 citations
   Computer Science · Neuroscience · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
10. Layer- and Timestep-Adaptive Differentiable Token Compression Ratios for Efficient Diffusion Transformers
    2024/12/22 by Haoran You, Connelly Barnes, You, Haoran +23 · 4 citations
    Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Interconnection Networks and Systems #Low-power high-performance VLSI design #Machine Learning (cs.LG) #VLSI and Analog Circuit Testing
11. Towards Efficient Neuro-Symbolic AI: From Workload Characterization to Hardware Architecture
    2024/09/20 by Zishen Wan, Wan, Zishen, Che-Kai Liu +29 · 3 citations
    Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Neural Networks and Applications #Parallel Computing and Optimization Techniques
12. Early-Bird GCNs: Graph-Network Co-Optimization Towards More Efficient GCN Training and Inference via Drawing Early-Bird Lottery Tickets
    2021/03/01 by Haoran You, Zhihan Lü, You, Haoran +7 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Social and Information Networks (cs.SI)
13. G-CoS: GNN-Accelerator Co-Search Towards Both Better Accuracy and Efficiency
    2021/09/18 by Yongan Zhang, Zhang, Yongan, Haoran You +9 · 1 citation
    Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Graph Theory and Algorithms #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Topic Modeling
14. i-FlatCam: A 253 FPS, 91.49 μJ/Frame Ultra-Compact Intelligent Lensless Camera for Real-Time and Efficient Eye Tracking in VR/AR
    2022/06/15 by Yang Zhao, Zhao, Yang, Ziyun Li +21 · 1 citation
    Engineering · #Advanced Optical Imaging Technologies #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Image Processing Techniques and Applications #Optical Coherence Tomography Applications
15. ShiftAddViT: Mixture of Multiplication Primitives Towards Efficient Vision Transformer
    2023/06/10 by Haoran You, Huihong Shi, You, Haoran +5 · 1 citation
    Computer Science · Engineering · #Advanced Neural Network Applications #Advanced Memory and Neural Computing #Advanced Image and Video Retrieval Techniques