A Dynamic Execution Neural Network Processor for Fine-Grained Mixed-Precision Model Training Based on Online Quantization Sensitivity Analysis
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yuan, Binbin, Yang, Huazhong, Liu, Yongpan
Published in IEEE journal of solid-state circuits (01.09.2024)
Published in IEEE journal of solid-state circuits (01.09.2024)
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Journal Article
A Fully Quantized Training Accelerator for Diffusion Network with Tensor Type & Noise Strength Aware Precision Scheduling
Liu, Ruoyang, Wang, Wenxun, Tang, Chen, Gao, Weichen, Yang, Huazhong, Liu, Yongpan
Published in IEEE transactions on circuits and systems. II, Express briefs (05.08.2024)
Published in IEEE transactions on circuits and systems. II, Express briefs (05.08.2024)
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Efficient Neural Networks with Spatial Wise Sparsity Using Unified Importance Map
Tang, Chen, Sun, Wenyu, Wang, Wenxun, Yuan, Zhuqing, Liu, Yongpan
Published in 2022 IEEE International Symposium on Circuits and Systems (ISCAS) (28.05.2022)
Published in 2022 IEEE International Symposium on Circuits and Systems (ISCAS) (28.05.2022)
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Conference Proceeding
A 28nm 1.07TFLOPS/mm2 Dynamic-Precision Training Processor with Online Dynamic Execution and Multi- Level-Aligned Block-FP Processing
Yang, Yixiong, Liu, Ruoyang, Wei, Chenhan, Wang, Wenxun, Sun, Wenyu, Yue, Jinshan, Yang, Huazhong, Liu, Yongpan
Published in 2023 IEEE Custom Integrated Circuits Conference (CICC) (01.04.2023)
Published in 2023 IEEE Custom Integrated Circuits Conference (CICC) (01.04.2023)
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Conference Proceeding
A novel MESFET fabricated by a simple internal interconnection technique
Han Dejun, Chan, K.T., Li GuoHui, Wang WenXun, En-Jun Zhu
Published in IEEE transactions on electron devices (01.02.1995)
Published in IEEE transactions on electron devices (01.02.1995)
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Journal Article
Block-Wise Dynamic-Precision Neural Network Training Acceleration via Online Quantization Sensitivity Analytics
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yang, Huazhong, Liu, Yongpan
Published in Proceedings of the 28th Asia and South Pacific Design Automation Conference (16.01.2023)
Published in Proceedings of the 28th Asia and South Pacific Design Automation Conference (16.01.2023)
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Conference Proceeding
Block-Wise Dynamic-Precision Neural Network Training Acceleration via Online Quantization Sensitivity Analytics
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yang, Huazhong, Liu, Yongpan
Published in 2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC) (16.01.2023)
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Published in 2023 28th Asia and South Pacific Design Automation Conference (ASP-DAC) (16.01.2023)
Conference Proceeding
Block-Wise Dynamic-Precision Neural Network Training Acceleration via Online Quantization Sensitivity Analytics
Liu, Ruoyang, Wei, Chenhan, Yang, Yixiong, Wang, Wenxun, Yang, Huazhong, Liu, Yongpan
Year of Publication 30.10.2022
Year of Publication 30.10.2022
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Journal Article