Yang Wang

According to our database, Yang Wang authored at least 33 papers between 2020 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Ayaka: A Versatile Transformer Accelerator With Low-Rank Estimation and Heterogeneous Dataflow.

Yubin Qin, Yang Wang, Dazheng Deng, Xiaolong Yang, Zhiren Zhao, Yang Zhou, Yuanqi Fan, Jingchuan Wei, Tianbao Chen, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin

IEEE J. Solid State Circuits, October, 2024

CIMFormer: A Systolic CIM-Array-Based Transformer Accelerator With Token-Pruning-Aware Attention Reformulating and Principal Possibility Gathering.

Ruiqi Guo, Xiaofeng Chen, Lei Wang, Yang Wang, Hao Sun, Jingchuan Wei, Huiming Han, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin

IEEE J. Solid State Circuits, October, 2024

SOFA: A Compute-Memory Optimized Sparsity Accelerator via Cross-Stage Coordinated Tiling.

Huizheng Wang, Jiahao Fang, Xinru Tang, Zhiheng Yue, Jinxi Li, Yubin Qin, Sihan Guan, Qize Yang, Yang Wang, Chao Li, Yang Hu, Shouyi Yin

CoRR, 2024

A 52.01 TFLOPS/W Diffusion Model Processor with Inter-Time-Step Convolution-Attention-Redundancy Elimination and Bipolar Floating-Point Multiplication.

Yubin Qin, Yang Wang, Xiaolong Yang, Zhiren Zhao, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE Symposium on VLSI Technology and Circuits 2024, 2024

A 22nm 54.94TFLOPS/W Transformer Fine-Tuning Processor with Exponent-Stationary Re-Computing, Aggressive Linear Fitting, and Logarithmic Domain Multiplicating.

Yang Wang, Xiaolong Yang, Yubin Qin, Zhiren Zhao, Ruiqi Guo, Zhiheng Yue, Huiming Han, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE Symposium on VLSI Technology and Circuits 2024, 2024

SOFA: A Compute-Memory Optimized Sparsity Accelerator via Cross-Stage Coordinated Tiling.

Huizheng Wang, Jiahao Fang, Xinru Tang, Zhiheng Yue, Jinxi Li, Yubin Qin, Sihan Guan, Qinze Yang, Yang Wang, Chao Li, Yang Hu, Shouyi Yin

Proceedings of the 57th IEEE/ACM International Symposium on Microarchitecture, 2024

15.1 A 0.795fJ/bit Physically-Unclonable Function-Protected TCAM for a Software-Defined Networking Switch.

Zhiheng Yue, Xujiang Xiang, Fengbin Tu, Yang Wang, Yiming Wang, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE International Solid-State Circuits Conference, 2024

34.1 A 28nm 83.23TFLOPS/W POSIT-Based Compute-in-Memory Macro for High-Accuracy AI Applications.

Yang Wang, Xiaolong Yang, Yubin Qin, Zhiren Zhao, Ruiqi Guo, Zhiheng Yue, Huiming Han, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE International Solid-State Circuits Conference, 2024

20.2 A 28nm 74.34TFLOPS/W BF16 Heterogenous CIM-Based Accelerator Exploiting Denoising-Similarity for Diffusion Models.

Ruiqi Guo, Lei Wang, Xiaofeng Chen, Hao Sun, Zhiheng Yue, Yubin Qin, Huiming Han, Yang Wang, Fengbin Tu, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE International Solid-State Circuits Conference, 2024

Exploiting Similarity Opportunities of Emerging Vision AI Models on Hybrid Bonding Architecture.

Zhiheng Yue, Huizheng Wang, Jiahao Fang, Jinyi Deng, Guangyang Lu, Fengbin Tu, Ruiqi Guo, Yuxuan Li, Yubin Qin, Yang Wang, Chao Li, Huiming Han, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the 51st ACM/IEEE Annual International Symposium on Computer Architecture, 2024

MECLA: Memory-Compute-Efficient LLM Accelerator with Scaling Sub-matrix Partition.

Yubin Qin, Yang Wang, Zhiren Zhao, Xiaolong Yang, Yang Zhou, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the 51st ACM/IEEE Annual International Symposium on Computer Architecture, 2024

FQP: A Fibonacci Quantization Processor with Multiplication-Free Computing and Topological-Order Routing.

Xiaolong Yang, Yang Wang, Yubin Qin, Jiachen Wang, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the 61st ACM/IEEE Design Automation Conference, 2024

A 28nm 314.6TLFOPS/W Reconfigurable Floating-Point Analog Compute-In-Memory Macro with Exponent Approximation and Two-Stage Sharing TD-ADC.

Pengyu He, Yuanzhe Zhao, Heng Xie, Yang Wang, Shouyi Yin, Li Li, Yan Zhu, Rui Paulo Martins, Chi-Hang Chan, Minglei Zhang

Proceedings of the IEEE Custom Integrated Circuits Conference, 2024

2023

Reconfigurability, Why It Matters in AI Tasks Processing: A Survey of Reconfigurable AI Chips.

Shaojun Wei, Xinhan Lin, Fengbin Tu, Yang Wang, Leibo Liu, Shouyi Yin

IEEE Trans. Circuits Syst. I Regul. Pap., March, 2023

An Energy-Efficient Transformer Processor Exploiting Dynamic Weak Relevances in Global Attention.

Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Yang Zhou, Yuanqi Fan, Tianbao Chen, Hao Sun, Leibo Liu, Shaojun Wei, Shouyi Yin

IEEE J. Solid State Circuits, 2023

A 28nm 77.35TOPS/W Similar Vectors Traceable Transformer Processor with Principal-Component-Prior Speculating and Dynamic Bit-wise Stationary Computing.

Yang Wang, Yubin Qin, Dazheng Deng, Xiaolong Yang, Zhiren Zhao, Ruiqi Guo, Zhiheng Yue, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the 2023 IEEE Symposium on VLSI Technology and Circuits (VLSI Technology and Circuits), 2023

CV-CIM: A 28nm XOR-Derived Similarity-Aware Computation-in-Memory for Cost-Volume Construction.

Zhiheng Yue, Yang Wang, Huizheng Wang, Yabing Wang, Ruiqi Guo, Limei Tang, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE International Solid- State Circuits Conference, 2023

FACT: FFN-Attention Co-optimized Transformer Architecture with Eager Correlation Prediction.

Yubin Qin, Yang Wang, Dazheng Deng, Zhiren Zhao, Xiaolong Yang, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the 50th Annual International Symposium on Computer Architecture, 2023

A 28nm 49.7TOPS/W Sparse Transformer Processor with Random-Projection-Based Speculation, Multi-Stationary Dataflow, and Redundant Partial Product Elimination.

Yubin Qin, Yang Wang, Dazheng Deng, Xiaolong Yang, Zhiren Zhao, Yang Zhou, Yuanqi Fan, Jingchuan Wei, Tianbao Chen, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE Asian Solid-State Circuits Conference, 2023

CIMFormer: A 38.9TOPS/W-8b Systolic CIM-Array Based Transformer Processor with Token-Slimmed Attention Reformulating and Principal Possibility Gathering.

Ruiqi Guo, Yang Wang, Xiaofeng Chen, Lei Wang, Hao Sun, Jingchuan Wei, Leibo Liu, Shaojun Wei, Yang Hu, Shouyi Yin

Proceedings of the IEEE Asian Solid-State Circuits Conference, 2023

2022

SWPU: A 126.04 TFLOPS/W Edge-Device Sparse DNN Training Processor With Dynamic Sub-Structured Weight Pruning.

Yang Wang, Yubin Qin, Leibo Liu, Shaojun Wei, Shouyi Yin

IEEE Trans. Circuits Syst. I Regul. Pap., 2022

PL-NPU: An Energy-Efficient Edge-Device DNN Training Processor With Posit-Based Logarithm-Domain Computing.

Yang Wang, Dazheng Deng, Leibo Liu, Shaojun Wei, Shouyi Yin

IEEE Trans. Circuits Syst. I Regul. Pap., 2022

Trainer: An Energy-Efficient Edge-Device Training Processor Supporting Dynamic Weight Pruning.

Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Tianbao Chen, Xinhan Lin, Leibo Liu, Shaojun Wei, Shouyi Yin

IEEE J. Solid State Circuits, 2022

HQNAS: Auto CNN deployment framework for joint quantization and architecture search.

Hongjiang Chen, Yang Wang, Leibo Liu, Shaojun Wei, Shouyi Yin

CoRR, 2022

FAQS: Communication-efficient Federate DNN Architecture and Quantization Co-Search for personalized Hardware-aware Preferences.

Hongjiang Chen, Yang Wang, Leibo Liu, Shaojun Wei, Shouyi Yin

CoRR, 2022

A 28nm 27.5TOPS/W Approximate-Computing-Based Transformer Processor with Asymptotic Sparsity Speculating and Out-of-Order Computing.

Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Yang Zhou, Yuanqi Fan, Tianbao Chen, Hao Sun, Leibo Liu, Shaojun Wei, Shouyi Yin

Proceedings of the IEEE International Solid-State Circuits Conference, 2022

2021

Erratum to "Evolver: a Deep Learning Processor With On-Device Quantization-Voltage-Frequency Tuning".

Fengbin Tu, Weiwei Wu, Yang Wang, Hongjiang Chen, Feng Xiong, Man Shi, Ning Li, Jinyi Deng, Tianbao Chen, Leibo Liu, Shaojun Wei, Yuan Xie, Shouyi Yin

IEEE J. Solid State Circuits, 2021

Evolver: A Deep Learning Processor With On-Device Quantization-Voltage-Frequency Tuning.

Fengbin Tu, Weiwei Wu, Yang Wang, Hongjiang Chen, Feng Xiong, Man Shi, Ning Li, Jinyi Deng, Tianbao Chen, Leibo Liu, Shaojun Wei, Yuan Xie, Shouyi Yin

IEEE J. Solid State Circuits, 2021

A 28nm 276.55TFLOPS/W Sparse Deep-Neural-Network Training Processor with Implicit Redundancy Speculation and Batch Normalization Reformulation.

Yang Wang, Yubin Qin, Dazheng Deng, Jingchuan Wei, Tianbao Chen, Xinhan Lin, Leibo Liu, Shaojun Wei, Shouyi Yin

Proceedings of the 2021 Symposium on VLSI Circuits, Kyoto, Japan, June 13-19, 2021, 2021

Learnable Quantization Loss Function Based on Expectation.

Hao Sun, Yujuan Cheng, Yang Wang, Bin Wang, Shouyi Yin

Proceedings of the 26th International Conference on Automation and Computing, 2021

HPPU: An Energy-Efficient Sparse DNN Training Processor with Hybrid Weight Pruning.

Yang Wang, Yubin Qin, Leibo Liu, Shaojun Wei, Shouyi Yin

Proceedings of the 3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, 2021

LPE: Logarithm Posit Processing Element for Energy-Efficient Edge-Device Training.

Yang Wang, Dazheng Deng, Leibo Liu, Shaojun Wei, Shouyi Yin

Proceedings of the 3rd IEEE International Conference on Artificial Intelligence Circuits and Systems, 2021

2020

STC: Significance-aware Transform-based Codec Framework for External Memory Access Reduction.

Feng Xiong, Fengbin Tu, Man Shi, Yang Wang, Leibo Liu, Shaojun Wei, Shouyi Yin

Proceedings of the 57th ACM/IEEE Design Automation Conference, 2020