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Sun, Mengshu
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1

Quasar-ViT: Hardware-Oriented Quantization-Aware Architectu..:

, In: Proceedings of the 38th ACM International Conference on Supercomputing,
Li, Zhengang ; Lu, Alec ; Xie, Yanyue... - p. 324-337 , 2024
Link: https://dl.acm.org/doi/1..
 
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2

Hardware-Friendly 3D CNN Acceleration With Balanced Kernel ..:

Sun, Mengshu ; Xu, Kaidi ; Lin, Xue..
IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems.  , 2024
Link: https://doi.org/10.1109/..
 
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3

ESRU: Extremely Low-Bit and Hardware-Efficient Stochastic R..:

, In: 2023 Design, Automation & Test in Europe Conference & Exhibition (DATE),
Chang, Sung-En ; Yuan, Geng ; Lu, Alec... - p. 1-6 , 2023
Link: https://doi.org/10.23919..
 
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4

HeatViT: Hardware-Efficient Adaptive Token Pruning for Visi..:

, In: 2023 IEEE International Symposium on High-Performance Computer Architecture (HPCA),
Dong, Peiyan ; Sun, Mengshu ; Lu, Alec... - p. 442-455 , 2023
Link: https://doi.org/10.1109/..
 
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5

SPViT: Enabling Faster Vision Transformers via Latency-Awar..:

, In: Lecture Notes in Computer Science; Computer Vision – ECCV 2022,
Kong, Zhenglun ; Dong, Peiyan ; Ma, Xiaolong... - p. 620-640 , 2022
Link: https://doi.org/10.1007/..
 
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6

Hardware-efficient stochastic rounding unit design for DNN ..:

, In: Proceedings of the 59th ACM/IEEE Design Automation Conference,
Chang, Sung-En ; Yuan, Geng ; Lu, Alec... - p. 1396-1397 , 2022
Link: https://dl.acm.org/doi/1..
 
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7

TAAS : a timing-aware analytical strategy for AQFP-capab..:

, In: Proceedings of the 59th ACM/IEEE Design Automation Conference,
Dong, Peiyan ; Xie, Yanyue ; Li, Hongjia... - p. 1321-1326 , 2022
Link: https://dl.acm.org/doi/1..
 
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8

FPGA-aware automatic acceleration framework for vision tran..:

, In: Proceedings of the 59th ACM/IEEE Design Automation Conference,
Sun, Mengshu ; Li, Zhengang ; Lu, Alec... - p. 1394-1395 , 2022
Link: https://dl.acm.org/doi/1..
 
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9

Auto-ViT-Acc: An FPGA-Aware Automatic Acceleration Framewor..:

, In: 2022 32nd International Conference on Field-Programmable Logic and Applications (FPL),
Li, Zhengang ; Sun, Mengshu ; Lu, Alec... - p. 109-116 , 2022
Link: https://doi.org/10.1109/..
 
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10

Hardware-Friendly Acceleration for Deep Neural Networks wit..:

, In: 2022 IEEE 30th Annual International Symposium on Field-Programmable Custom Computing Machines (FCCM),
Sun, Mengshu ; Lin, Sheng ; Liu, Shan... - p. 1-1 , 2022
Link: https://doi.org/10.1109/..
 
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11

DPNPED: Dynamic Perception Network for Polysemous Event Tri..:

Xu, Jun ; Sun, Mengshu
IEEE Access.  10 (2022)  - p. 104801-104810 , 2022
Link: https://doi.org/10.1109/..
 
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12

FILM-QNN: Efficient FPGA Acceleration of Deep Neural Networ..:

, In: Proceedings of the 2022 ACM/SIGDA International Symposium on Field-Programmable Gate Arrays,
Sun, Mengshu ; Li, Zhengang ; Lu, Alec... - p. 134-145 , 2022
Link: https://dl.acm.org/doi/1..
 
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13

Mobile or FPGA? A Comprehensive Evaluation on Energy Effici..:

Yuan, Geng ; Dong, Peiyan ; Sun, Mengshu...
ACM Transactions on Embedded Computing Systems.  21 (2022)  5 - p. 1-22 , 2022
Link: https://doi.org/10.1145/..
 
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14

Real-Time Mobile Acceleration of DNNs : From Computer Vi..:

, In: Proceedings of the 26th Asia and South Pacific Design Automation Conference,
Li, Hongjia ; Yuan, Geng ; Niu, Wei... - p. 581-586 , 2021
Link: https://dl.acm.org/doi/1..
 
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15

RMSMP: A Novel Deep Neural Network Quantization Framework w..:

, In: 2021 IEEE/CVF International Conference on Computer Vision (ICCV),
Chang, Sung-En ; Li, Yanyu ; Sun, Mengshu... - p. 5231-5240 , 2021
Link: https://doi.org/10.1109/..
 
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