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Journal Articles
- 2022
[j4]Haifeng Yu, Xinbin Li, Qian Lou, Lei Yan:
Underwater image enhancement based on color-line model and homomorphic filtering. Signal Image Video Process. 16(1): 83-91 (2022)- 2021
- [j3]Xinbin Li, Qian Lou, Haifeng Yu, Song Han, Lei Yan:
Underwater image restoration based on modified color-line model. J. Electronic Imaging 30(2): 023010 (2021) - 2020
- [j2]Haifeng Yu, Xinbin Li
, Qian Lou, Chengbo Lei, Zhixin Liu:
Underwater image enhancement based on DCP and depth transmission map. Multim. Tools Appl. 79(27-28): 20373-20390 (2020) - 2018
- [j1]Qian Lou, Lei Jiang:
BRAWL: A Spintronics-Based Portable Basecalling-in-Memory Architecture for Nanopore Genome Sequencing. IEEE Comput. Archit. Lett. 17(2): 241-244 (2018)
Conference and Workshop Papers
- 2024
- [c33]Ardhi Wiratama Baskara Yudha, Jiaqi Xue, Qian Lou, Huiyang Zhou, Yan Solihin:
BoostCom: Towards Efficient Universal Fully Homomorphic Encryption by Boosting the Word-wise Comparisons. PACT 2024: 121-132 - [c32]Qian Lou, Xin Liang, Jiaqi Xue, Yancheng Zhang, Rui Xie, Mengxin Zheng:
CR-UTP: Certified Robustness against Universal Text Perturbations on Large Language Models. ACL (Findings) 2024: 9863-9875 - [c31]Mengxin Zheng, Cheng Chu, Qian Lou, Nathan Youngblood, Mo Li, Sajjad Moazeni, Lei Jiang:
OFHE: An Electro-Optical Accelerator for Discretized TFHE. ISLPED 2024: 1-6 - [c30]Mengxin Zheng, Jiaqi Xue, Xun Chen, Yanshan Wang, Qian Lou, Lei Jiang:
TrojFSP: Trojan Insertion in Few-shot Prompt Tuning. NAACL-HLT 2024: 1141-1151 - 2023
- [c29]Yu Zheng, Wei Song, Minxin Du, Sherman S. M. Chow, Qian Lou, Yongjun Zhao, Xiuhua Wang:
Cryptography-Inspired Federated Learning for Generative Adversarial Networks and Meta Learning. ADMA (2) 2023: 393-407 - [c28]Mengxin Zheng, Qian Lou, Lei Jiang:
TrojViT: Trojan Insertion in Vision Transformers. CVPR 2023: 4025-4034 - [c27]Mengxin Zheng, Qian Lou, Lei Jiang:
Primer: Fast Private Transformer Inference on Encrypted Data. DAC 2023: 1-6 - [c26]Mansour Al Ghanim, Muhammad Santriaji, Qian Lou, Yan Solihin:
TrojBits: A Hardware Aware Inference-Time Attack on Transformer-Based Language Models. ECAI 2023: 60-68 - [c25]Qian Lou, Yepeng Liu, Bo Feng:
TrojText: Test-time Invisible Textual Trojan Insertion. ICLR 2023 - [c24]Mengxin Zheng, Fan Chen, Lei Jiang, Qian Lou:
PriML: An Electro-Optical Accelerator for Private Machine Learning on Encrypted Data. ISQED 2023: 1-7 - [c23]Jiaqi Xue, Mengxin Zheng, Ting Hua, Yilin Shen, Yepeng Liu, Ladislau Bölöni, Qian Lou:
TrojLLM: A Black-box Trojan Prompt Attack on Large Language Models. NeurIPS 2023 - 2022
- [c22]Qian Lou, Yen-Chang Hsu, Burak Uzkent, Ting Hua, Yilin Shen, Hongxia Jin:
Lite-MDETR: A Lightweight Multi-Modal Detector. CVPR 2022: 12196-12205 - [c21]Lei Jiang, Qian Lou, Nrushad Joshi:
MATCHA: a fast and energy-efficient accelerator for fully homomorphic encryption over the torus. DAC 2022: 235-240 - [c20]Mingqin Han, Yilan Zhu, Qian Lou, Zimeng Zhou, Shanqing Guo, Lei Ju:
coxHE: A software-hardware co-design framework for FPGA acceleration of homomorphic computation. DATE 2022: 1353-1358 - [c19]Ting Hua, Yen-Chang Hsu, Felicity Wang, Qian Lou, Yilin Shen, Hongxia Jin:
Numerical Optimizations for Weighted Low-rank Estimation on Language Models. EMNLP 2022: 1404-1416 - [c18]Yen-Chang Hsu, Ting Hua, Sungen Chang, Qian Lou, Yilin Shen, Hongxia Jin:
Language model compression with weighted low-rank factorization. ICLR 2022 - [c17]Qian Lou, Ting Hua, Yen-Chang Hsu, Yilin Shen, Hongxia Jin:
DictFormer: Tiny Transformer with Shared Dictionary. ICLR 2022 - [c16]Mengxin Zheng, Qian Lou, Fan Chen, Lei Jiang, Yongxin Zhu:
CryptoLight: An Electro-Optical Accelerator for Fully Homomorphic Encryption. NANOARCH 2022: 19:1-19:2 - 2021
- [c15]Bo Feng, Qian Lou, Lei Jiang, Geoffrey C. Fox:
CRYPTOGRU: Low Latency Privacy-Preserving Text Analysis With GRU. EMNLP (1) 2021: 2052-2057 - [c14]Qian Lou, Yilin Shen, Hongxia Jin, Lei Jiang:
SAFENet: A Secure, Accurate and Fast Neural Network Inference. ICLR 2021 - [c13]Qian Lou, Lei Jiang:
HEMET: A Homomorphic-Encryption-Friendly Privacy-Preserving Mobile Neural Network Architecture. ICML 2021: 7102-7110 - [c12]Changsheng Zhao, Ting Hua, Yilin Shen, Qian Lou, Hongxia Jin:
Automatic Mixed-Precision Quantization Search of BERT. IJCAI 2021: 3427-3433 - 2020
- [c11]Qian Lou, Sarath Chandra Janga, Lei Jiang:
Helix: Algorithm/Architecture Co-design for Accelerating Nanopore Genome Base-calling. PACT 2020: 293-304 - [c10]Qian Lou, Wenyang Liu, Weichen Liu, Feng Guo, Lei Jiang:
MindReading: An Ultra-Low-Power Photonic Accelerator for EEG-based Human Intention Recognition. ASP-DAC 2020: 464-469 - [c9]Farzaneh Zokaee, Qian Lou, Nathan Youngblood, Weichen Liu, Yiyuan Xie, Lei Jiang:
LightBulb: A Photonic-Nonvolatile-Memory-based Accelerator for Binarized Convolutional Neural Networks. DATE 2020: 1438-1443 - [c8]Qian Lou, Feng Guo, Minje Kim, Lantao Liu, Lei Jiang:
AutoQ: Automated Kernel-Wise Neural Network Quantization. ICLR 2020 - [c7]Qian Lou, Bo Feng, Geoffrey Charles Fox, Lei Jiang:
Glyph: Fast and Accurately Training Deep Neural Networks on Encrypted Data. NeurIPS 2020 - [c6]Qian Lou, Wen-jie Lu, Cheng Hong, Lei Jiang:
Falcon: Fast Spectral Inference on Encrypted Data. NeurIPS 2020 - [c5]Qian Lou, Song Bian, Lei Jiang:
AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference. NeurIPS 2020 - 2019
- [c4]Weichen Liu, Wenyang Liu, Yichen Ye, Qian Lou, Yiyuan Xie, Lei Jiang:
HolyLight: A Nanophotonic Accelerator for Deep Learning in Data Centers. DATE 2019: 1483-1488 - [c3]Qian Lou, Lei Jiang:
SHE: A Fast and Accurate Deep Neural Network for Encrypted Data. NeurIPS 2019: 10035-10043 - 2018
- [c2]Qian Lou, Wujie Wen, Lei Jiang:
3DICT: a reliable and QoS capable mobile process-in-memory architecture for lookup-based CNNs in 3D XPoint ReRAMs. ICCAD 2018: 53 - 2017
- [c1]Qian Lou, Mengying Zhao, Lei Ju, Chun Jason Xue, Jingtong Hu, Zhiping Jia:
Runtime and reconfiguration dual-aware placement for SRAM-NVM hybrid FPGAs. NVMSA 2017: 1-6
Informal and Other Publications
- 2024
- [i29]Mengxin Zheng, Cheng Chu, Qian Lou, Nathan Youngblood, Mo Li, Sajjad Moazeni, Lei Jiang:
OFHE: An Electro-Optical Accelerator for Discretized TFHE. CoRR abs/2405.11607 (2024) - [i28]Jiaqi Xue, Mengxin Zheng, Yebowen Hu, Fei Liu, Xun Chen, Qian Lou:
BadRAG: Identifying Vulnerabilities in Retrieval Augmented Generation of Large Language Models. CoRR abs/2406.00083 (2024) - [i27]Qian Lou, Xin Liang, Jiaqi Xue, Yancheng Zhang, Rui Xie, Mengxin Zheng:
CR-UTP: Certified Robustness against Universal Text Perturbations on Large Language Models. CoRR abs/2406.01873 (2024) - [i26]Mansour Al Ghanim, Saleh Almohaimeed, Mengxin Zheng, Yan Solihin, Qian Lou:
Jailbreaking LLMs with Arabic Transliteration and Arabizi. CoRR abs/2406.18725 (2024) - [i25]Ardhi Wiratama Baskara Yudha, Jiaqi Xue, Qian Lou, Huiyang Zhou, Yan Solihin:
BoostCom: Towards Efficient Universal Fully Homomorphic Encryption by Boosting the Word-wise Comparisons. CoRR abs/2407.07308 (2024) - [i24]Jiaqi Xue, Yancheng Zhang, Yanshan Wang, Xueqiang Wang, Hao Zheng, Qian Lou:
CryptoTrain: Fast Secure Training on Encrypted Dataset. CoRR abs/2409.16675 (2024) - 2023
- [i23]Yepeng Liu, Bo Feng, Qian Lou:
TrojText: Test-time Invisible Textual Trojan Insertion. CoRR abs/2303.02242 (2023) - [i22]Qian Lou, Muhammad Santriaji, Ardhi Wiratama Baskara Yudha, Jiaqi Xue, Yan Solihin:
vFHE: Verifiable Fully Homomorphic Encryption with Blind Hash. CoRR abs/2303.08886 (2023) - [i21]Mengxin Zheng, Jiaqi Xue, Xun Chen, Lei Jiang, Qian Lou:
SSL-Cleanse: Trojan Detection and Mitigation in Self-Supervised Learning. CoRR abs/2303.09079 (2023) - [i20]Mengxin Zheng, Qian Lou, Lei Jiang:
Primer: Fast Private Transformer Inference on Encrypted Data. CoRR abs/2303.13679 (2023) - [i19]Jiaqi Xue, Yepeng Liu, Mengxin Zheng, Ting Hua, Yilin Shen, Ladislau Bölöni, Qian Lou:
TrojPrompt: A Black-box Trojan Attack on Pre-trained Language Models. CoRR abs/2306.06815 (2023) - [i18]Mengxin Zheng, Jiaqi Xue, Xun Chen, Yanshan Wang, Qian Lou, Lei Jiang:
TrojFSP: Trojan Insertion in Few-shot Prompt Tuning. CoRR abs/2312.10467 (2023) - [i17]Mengxin Zheng, Jiaqi Xue, Yi Sheng, Lei Yang, Qian Lou, Lei Jiang:
TrojFair: Trojan Fairness Attacks. CoRR abs/2312.10508 (2023) - 2022
- [i16]Lei Jiang, Qian Lou, Nrushad Joshi:
MATCHA: A Fast and Energy-Efficient Accelerator for Fully Homomorphic Encryption over the Torus. CoRR abs/2202.08814 (2022) - [i15]Yen-Chang Hsu, Ting Hua, Sungen Chang, Qian Lou, Yilin Shen, Hongxia Jin:
Language model compression with weighted low-rank factorization. CoRR abs/2207.00112 (2022) - [i14]Mengxin Zheng, Qian Lou, Lei Jiang:
TrojViT: Trojan Insertion in Vision Transformers. CoRR abs/2208.13049 (2022) - [i13]Jiaqi Xue, Lei Xu, Lin Chen, Weidong Shi, Kaidi Xu, Qian Lou:
Audit and Improve Robustness of Private Neural Networks on Encrypted Data. CoRR abs/2209.09996 (2022) - [i12]Ting Hua, Yen-Chang Hsu, Felicity Wang, Qian Lou, Yilin Shen, Hongxia Jin:
Numerical Optimizations for Weighted Low-rank Estimation on Language Model. CoRR abs/2211.09718 (2022) - [i11]Jiaqi Xue, Qian Lou:
ESTAS: Effective and Stable Trojan Attacks in Self-supervised Encoders with One Target Unlabelled Sample. CoRR abs/2211.10908 (2022) - [i10]Mengxin Zheng, Qian Lou, Fan Chen, Lei Jiang, Yongxin Zhu:
CryptoLight: An Electro-Optical Accelerator for Fully Homomorphic Encryption. CoRR abs/2211.13780 (2022) - 2021
- [i9]Zhenhua Chen, Xiwen Li, Qian Lou, David J. Crandall:
How to Accelerate Capsule Convolutions in Capsule Networks. CoRR abs/2104.02621 (2021) - [i8]Qian Lou, Lei Jiang:
HEMET: A Homomorphic-Encryption-Friendly Privacy-Preserving Mobile Neural Network Architecture. CoRR abs/2106.00038 (2021) - [i7]Changsheng Zhao, Ting Hua, Yilin Shen, Qian Lou, Hongxia Jin:
Automatic Mixed-Precision Quantization Search of BERT. CoRR abs/2112.14938 (2021) - 2020
- [i6]Qian Lou, Song Bian, Lei Jiang:
AutoPrivacy: Automated Layer-wise Parameter Selection for Secure Neural Network Inference. CoRR abs/2006.04219 (2020) - [i5]Qian Lou, Sarath Chandra Janga, Lei Jiang:
Helix: Algorithm/Architecture Co-design for Accelerating Nanopore Genome Base-calling. CoRR abs/2008.03107 (2020) - [i4]Bo Feng, Qian Lou, Lei Jiang, Geoffrey C. Fox:
CryptoGRU: Low Latency Privacy-Preserving Text Analysis With GRU. CoRR abs/2010.11796 (2020) - 2019
- [i3]Qian Lou, Lantao Liu, Minje Kim, Lei Jiang:
AutoQB: AutoML for Network Quantization and Binarization on Mobile Devices. CoRR abs/1902.05690 (2019) - [i2]Qian Lou, Lei Jiang:
SHE: A Fast and Accurate Privacy-Preserving Deep Neural Network Via Leveled TFHE and Logarithmic Data Representation. CoRR abs/1906.00148 (2019) - [i1]Qian Lou, Bo Feng, Geoffrey C. Fox, Lei Jiang:
Glyph: Fast and Accurately Training Deep Neural Networks on Encrypted Data. CoRR abs/1911.07101 (2019)
Coauthor Index
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