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Peiyan (Peggie) Dong
Peiyan (Peggie) Dong
MIT, Koch Institute
Verified email at mit.edu - Homepage
Title
Cited by
Cited by
Year
SPViT: Enabling Faster Vision Transformers via Soft Token Pruning
Z Kong*, P Dong*, X Ma, X Meng, W Niu, M Sun, B Ren, M Qin, H Tang, ...
2022 ECCV, 2022
224*2022
HeatViT: Hardware-Efficient Adaptive Token Pruning for Vision Transformers
P Dong, M Sun, A Lu, Y Xie, K Liu, Z Kong, X Meng, Z Li, X Lin, Z Fang, ...
2023 HPCA, 2022
672022
Rtmobile: Beyond real-time mobile acceleration of rnns for speech recognition
P Dong, S Wang, W Niu, C Zhang, S Lin, Z Li, Y Gong, B Ren, X Lin, ...
2020 DAC, 1-6, 2020
622020
Quantum Neural Network Compression
Z Hu, P Dong, Z Wang, Y Lin, Y Wang, W Jiang
2022 ICCAD, 2022
332022
NS-FDN: Near-sensor processing architecture of feature-configurable distributed network for beyond-real-time always-on keyword spotting
Q Li, C Liu, P Dong, Y Zhang, T Li, S Lin, M Yang, F Qiao, Y Wang, L Luo, ...
2021 TCSI 68 (5), 1892-1905, 2021
312021
Csb-rnn: A faster-than-realtime rnn acceleration framework with compressed structured blocks
R Shi*, P Dong*, T Geng, Y Ding, X Ma, HKH So, M Herbordt, A Li, ...
2020 ICS, 1-12, 2020
252020
Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training
Z Kong, H Ma, G Yuan, M Sun, Y Xie, P Dong, X Meng, X Shen, H Tang, ...
2023 AAAI, 2022
242022
Grim: A general, real-time deep learning inference framework for mobile devices based on fine-grained structured weight sparsity
W Niu, Z Li, X Ma, P Dong, G Zhou, X Qian, X Lin, Y Wang, B Ren
2021 TPAMI 44 (10), 6224-6239, 2021
222021
PackQViT: Faster Sub-8-bit Vision Transformers via Full and Packed Quantization on the Mobile
P Dong, L Lu, C Wu, C Lyu, G Yuan, H Tang, Y Wang
2023 Neurips, 2023
202023
Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge
X Shen*, P Dong*, L Lu, Z Kong, Z Li, M Lin, C Wu, Y Wang
2024 AAAI, 2023
182023
Darb: A density-adaptive regular-block pruning for deep neural networks
R Ao, Z Tao, W Yuhao, L Sheng, D Peiyan, C Yen-kuang, X Yuan, ...
2020 AAAI 34 (04), 5495-5502, 2020
162020
Edgeqat: Entropy and distribution guided quantization-aware training for the acceleration of lightweight llms on the edge
X Shen, Z Kong, C Yang, Z Han, L Lu, P Dong, C Lyu, C Li, X Guo, Z Shu, ...
arXiv preprint arXiv:2402.10787, 2024
142024
The Lottery Ticket Hypothesis for Vision Transformers
X Shen, Z Kong, M Qin, P Dong, G Yuan, X Meng, H Tang, X Ma, Y Wang
2022 IJCAI, 2022
11*2022
TAAS: A timing-aware analytical strategy for AQFP-Capable placement automation
P Dong, Y Xie, H Li, M Sun, O Chen, N Yoshikawa, Y Wang
2022 DAC, 1321-1326, 2022
92022
EQ-ViT: Algorithm-Hardware Co-Design for End-to-End Acceleration of Real-Time Vision Transformer Inference on Versal ACAP Architecture
P Dong, J Zhuang, Z Yang, S Ji, Y Li, D Xu, H Huang, J Hu, AK Jones, ...
IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2024
72024
Mobile or FPGA? A comprehensive evaluation on energy efficiency and a unified optimization framework
G Yuan*, P Dong*, M Sun*, W Niu, Z Li, Y Cai, J Liu, W Jiang, X Lin, ...
2021 RTAS, 493-496, 2021
7*2021
Quasar-ViT: Hardware-Oriented Quantization-Aware Architecture Search for Vision Transformers
Z Li, A Lu, Y Xie, Z Kong, M Sun, H Tang, ZJ Xue, P Dong, C Ding, ...
2024 ICS, 2024
52024
HotBEV: Hardware-oriented Transformer-based Multi-View 3D Detector for BEV Perception
P Dong, Z Kong, X Meng, P Yu, Y Gong, G Yuan, H Tang, Y Wang
2023 Neurips, 2023
42023
You Already Have It: A Generator-Free Low-Precision DNN Training Framework Using Stochastic Rounding
G Yuan, SE Chang, Q Jin, A Lu, Y Li, Y Wu, Z Kong, Y Xie, P Dong, M Qin, ...
2022 ECCV, 34-51, 2022
42022
Mobile or FPGA? A Comprehensive Evaluation on Energy Efficiency and a Unified Optimization Framework
G Yuan*, P Dong*, M Sun, W Niu, Z Li, Y Cai, Y Li, J Liu, W Jiang, X Lin, ...
2022 TECS, 2022
42022
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Articles 1–20