Sticker: A 0.41-62.1 TOPS/W 8Bit Neural Network Processor with Multi-Sparsity Compatible Convolution Arrays and Online Tuning Acceleration for Fully Connected Layers
Zhe Yuan, Jinshan Yue, Huanrui Yang, Zhibo Wang, Jinyang Li, Yixiong Yang, Qingwei Guo, Xueqing Li, Meng-Fan Chang, Huazhong Yang, Yongpan Liu
Published in 2018 IEEE Symposium on VLSI Circuits (01.06.2018)
Published in 2018 IEEE Symposium on VLSI Circuits (01.06.2018)
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Conference Proceeding
Learning Low-rank Deep Neural Networks via Singular Vector Orthogonality Regularization and Singular Value Sparsification
Yang, Huanrui, Tang, Minxue, Wen, Wei, Yan, Feng, Hu, Daniel, Li, Ang, Li, Hai, Chen, Yiran
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2020)
Published in 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW) (01.06.2020)
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Conference Proceeding
Soteria: Provable Defense against Privacy Leakage in Federated Learning from Representation Perspective
Sun, Jingwei, Li, Ang, Wang, Binghui, Yang, Huanrui, Li, Hai, Chen, Yiran
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2021)
Published in 2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2021)
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Conference Proceeding
Oriented Perovskite Film from Laser Recrystallization in Magnetic Field
Yang, Huanrui, Peng, Ming, Yi, Wendi, Jiang, Haoqing, Cheng, Gary J.
Published in Advanced materials (Weinheim) (01.11.2023)
Published in Advanced materials (Weinheim) (01.11.2023)
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Journal Article
MAT: A Multi-strength Adversarial Training Method to Mitigate Adversarial Attacks
Chang Song, Hsin-Pai Cheng, Huanrui Yang, Sicheng Li, Chunpeng Wu, Qing Wu, Yiran Chen, Hai Li
Published in 2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (01.07.2018)
Published in 2018 IEEE Computer Society Annual Symposium on VLSI (ISVLSI) (01.07.2018)
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Conference Proceeding
NoisyQuant: Noisy Bias-Enhanced Post-Training Activation Quantization for Vision Transformers
Liu, Yijiang, Yang, Huanrui, Dong, Zhen, Keutzer, Kurt, Du, Li, Zhang, Shanghang
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
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Conference Proceeding
Global Vision Transformer Pruning with Hessian-Aware Saliency
Yang, Huanrui, Yin, Hongxu, Shen, Maying, Molchanov, Pavlo, Li, Hai, Kautz, Jan
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
Published in 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) (01.06.2023)
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Conference Proceeding
ESSENCE: Exploiting Structured Stochastic Gradient Pruning for Endurance-Aware ReRAM-Based In-Memory Training Systems
Yang, Xiaoxuan, Yang, Huanrui, Doppa, Janardhan Rao, Pande, Partha Pratim, Chakrabartys, Krishnendu, Li, Hai
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.07.2023)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (01.07.2023)
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Journal Article
Q-Diffusion: Quantizing Diffusion Models
Li, Xiuyu, Liu, Yijiang, Lian, Long, Yang, Huanrui, Dong, Zhen, Kang, Daniel, Zhang, Shanghang, Keutzer, Kurt
Published in 2023 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2023)
Published in 2023 IEEE/CVF International Conference on Computer Vision (ICCV) (01.10.2023)
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Conference Proceeding
Block-Wise Mixed-Precision Quantization: Enabling High Efficiency for Practical ReRAM-based DNN Accelerators
Wu, Xueying, Hanson, Edward, Wang, Nansu, Zheng, Qilin, Yang, Xiaoxuan, Yang, Huanrui, Li, Shiyu, Cheng, Feng, Pande, Partha Pratim, Doppa, Janardhan Rao, Chakrabarty, Krishnendu, Li, Hai
Published in IEEE transactions on computer-aided design of integrated circuits and systems (03.06.2024)
Published in IEEE transactions on computer-aided design of integrated circuits and systems (03.06.2024)
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Journal Article
CSQ: Growing Mixed-Precision Quantization Scheme with Bi-level Continuous Sparsification
Xiao, Lirui, Yang, Huanrui, Dong, Zhen, Keutzer, Kurt, Du, Li, Zhang, Shanghang
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
Published in 2023 60th ACM/IEEE Design Automation Conference (DAC) (09.07.2023)
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Conference Proceeding
On Building Efficient and Robust Neural Network Designs
Yang, Xiaoxuan, Yang, Huanrui, Zhang, Jingchi, Li, Hai Helen, Chen, Yiran
Published in 2022 56th Asilomar Conference on Signals, Systems, and Computers (31.10.2022)
Published in 2022 56th Asilomar Conference on Signals, Systems, and Computers (31.10.2022)
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Conference Proceeding
Can Targeted Adversarial Examples Transfer When the Source and Target Models Have No Label Space Overlap?
Inkawhich, Nathan, Liang, Kevin J, Zhang, Jingyang, Yang, Huanrui, Li, Hai, Chen, Yiran
Published in 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2021)
Published in 2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW) (01.10.2021)
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Conference Proceeding
Multi-Objective Optimization of ReRAM Crossbars for Robust DNN Inferencing under Stochastic Noise
Yang, Xiaoxuan, Belakaria, Syrine, Joardar, Biresh Kumar, Yang, Huanrui, Doppa, Janardhan Rao, Pande, Partha Pratim, Chakrabarty, Krishnendu, Li, Hai Helen
Published in 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (01.11.2021)
Published in 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) (01.11.2021)
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Conference Proceeding
Ultrafast transformation of PbI2 in two-step fabrication of halide perovskite films for long-term performance and stability via nanosecond laser shock annealing
Yang, Huanrui, Song, Chunpeng, Xia, Tiancheng, Li, Shifeng, Sun, Dingyue, Liu, Feng, Cheng, Gary J
Published in Journal of materials chemistry. C, Materials for optical and electronic devices (07.10.2021)
Published in Journal of materials chemistry. C, Materials for optical and electronic devices (07.10.2021)
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Journal Article