Yubin Qin

According to our database, Yubin Qin authored at least 20 papers between 2021 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

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

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

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

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

2022

BR-CIM: An Efficient Binary Representation Computation-In-Memory Design.

Zhiheng Yue, Yabing Wang, Yubin Qin, Leibo Liu, Shaojun Wei, Shouyi Yin

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

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

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

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

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