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Viewing Publication 1 - 57 from 57

2025

LazyDiT: Lazy Learning for the Acceleration of Diffusion TransformersXuan Shen, Zhao Song 0002, Yufa Zhou 0001, Bo Chen 0029, Yanyu Li, Yifan Gong 0004, Kai Zhang 0045, Hao Tan 0002, Jason Kuen, Henghui Ding, Zhihao Shu, Wei Niu 0002, Pu Zhao 0001, Yanzhi Wang, Jiuxiang Gu. AAAI 2025: 20409-20417 [doi]

2024

Efficient Training with Denoised Neural WeightsYifan Gong 0004, Zheng Zhan 0001, Yanyu Li, Yerlan Idelbayev, Andrey Zharkov, Kfir Aberman, Sergey Tulyakov, Yanzhi Wang, Jian Ren 0003. eccv 2025: 18-34 [doi]

E2GAN: Efficient Training of Efficient GANs for Image-to-Image TranslationYifan Gong 0004, Zheng Zhan 0001, Qing Jin, Yanyu Li, Yerlan Idelbayev, Xian Liu, Andrey Zharkov, Kfir Aberman, Sergey Tulyakov, Yanzhi Wang, Jian Ren. icml 2024: [doi]

EQ-ViT: Algorithm-Hardware Co-Design for End-to-End Acceleration of Real-Time Vision Transformer Inference on Versal ACAP ArchitecturePeiyan Dong, Jinming Zhuang, Zhuoping Yang, Shixin Ji, Yanyu Li, Dongkuan Xu, Heng Huang, Jingtong Hu, Alex K. Jones, Yiyu Shi 0001, Yanzhi Wang, Peipei Zhou 0001. tcad, 43(11):3949-3960, November 2024. [doi]

DEFCON: Deformable Convolutions Leveraging Interval Search and GPU Texture HardwareMalith Jayaweera, Yanyu Li, Yanzhi Wang, Bin Ren, David R. Kaeli. ipps 2024: 644-655 [doi]

Research on Image Aesthetic Assessment based on Graph Convolutional NetworkYanyu Li, Jiangbo Xu, Ruoyu Zou. icmcs 2024: 1-6 [doi]

Artificial Intelligence to Facilitate the Conceptual Stage of Interior Space Design: Conditional Generative Adversarial Network-Supported Long-Term Care Space Floor Plan Design of Retirement Home BuildingsYanyu Li, Huanhuan Chen, Jingyi Mao, Yile Chen, Liang Zheng, Junjie Yu, Lina Yan, Lulu He. aai, 38(1), December 2024. [doi]

TextCraftor: Your Text Encoder can be Image Quality ControllerYanyu Li, Xian Liu, Anil Kag, Ju Hu, Yerlan Idelbayev, Dhritiman Sagar, Yanzhi Wang, Sergey Tulyakov, Jian Ren. cvpr 2024: 7985-7995 [doi]

HyperHuman: Hyper-Realistic Human Generation with Latent Structural DiffusionXian Liu, Jian Ren, Aliaksandr Siarohin, Ivan Skorokhodov, Yanyu Li, Dahua Lin, Xihui Liu, Ziwei Liu 0002, Sergey Tulyakov. iclr 2024: [doi]

A survey on evaluation of blockchain-based agricultural traceabilityShaoning Pang, Shyh Wei Teng, Manzur Murshed, Cuong Van Bui, Priyabrata Karmakar, Yanyu Li, Hao Lin. cea, 227:109548, 2024. [doi]

BitsFusion: 1.99 bits Weight Quantization of Diffusion ModelYang Sui, Yanyu Li, Anil Kag, Yerlan Idelbayev, Junli Cao, Ju Hu, Dhritiman Sagar, Bo Yuan 0001, Sergey Tulyakov, Jian Ren 0005. nips 2024: [doi]

DACO: Pursuing Ultra-low Power Consumption via DNN-Adaptive CPU-GPU CO-optimization on Mobile DevicesYushu Wu, Chao Wu, Geng Yuan, Yanyu Li, Weichao Guo, Jing Rao, Xipeng Shen, Bin Ren, Yanzhi Wang. date 2024: 1-2 [doi]

SDA: Low-Bit Stable Diffusion Acceleration on Edge FPGAsGeng Yang, Yanyue Xie, Zhong Jia Xue, Sung-En Chang, Yanyu Li, Peiyan Dong, Jie Lei, Weiying Xie, Yanzhi Wang, Xue Lin, Zhenman Fang. fpl 2024: 264-273 [doi]

FasterVD: On Acceleration of Video Diffusion ModelsPinrui Yu, Dan Luo, Timothy Rupprecht, Lei Lu, Zhenglun Kong, Pu Zhao 0001, Yanyu Li, Octavia I. Camps, Xue Lin, Yanzhi Wang. IJCAI 2024: 8838-8842 [doi]

SF-V: Single Forward Video Generation ModelZhixing Zhang, Yanyu Li, Yushu Wu, Yanwu Xu, Anil Kag, Ivan Skorokhodov, Willi Menapace, Aliaksandr Siarohin, Junli Cao, Dimitris N. Metaxas, Sergey Tulyakov, Jian Ren 0005. nips 2024: [doi]

2023

ESRU: Extremely Low-Bit and Hardware-Efficient Stochastic Rounding Unit Design for Low-Bit DNN TrainingSung-En Chang, Geng Yuan, Alec Lu, Mengshu Sun, Yanyu Li, Xiaolong Ma, Zhengang Li, Yanyue Xie, Minghai Qin, Xue Lin, Zhenman Fang, Yanzhi Wang. date 2023: 1-6 [doi]

Towards Real-Time Segmentation on the EdgeYanyu Li, Changdi Yang, Pu Zhao 0001, Geng Yuan, Wei Niu, Jiexiong Guan, Hao Tang 0005, Minghai Qin, Qing Jin, Bin Ren, Xue Lin, Yanzhi Wang. AAAI 2023: 1468-1476 [doi]

SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two SecondsYanyu Li, Huan Wang, Qing Jin, Ju Hu, Pavlo Chemerys, Yun Fu 0001, Yanzhi Wang, Sergey Tulyakov, Jian Ren. nips 2023: [doi]

Rethinking Vision Transformers for MobileNet Size and SpeedYanyu Li, Ju Hu, Yang Wen, Georgios Evangelidis 0002, Kamyar Salahi, Yanzhi Wang, Sergey Tulyakov, Jian Ren. iccv 2023: 16843-16854 [doi]

SEanalysis 2.0: a comprehensive super-enhancer regulatory network analysis tool for human and mouseFengcui Qian, Li-Wei Zhou, Yanyu Li, Zhengmin Yu, Li-Dong Li, Yuezhu Wang, Mingcong Xu, Qiuyu Wang, Chunquan Li 0002. nar, 51(W1):520-527, July 2023. [doi]

AirNN: Over-the-Air Computation for Neural Networks via Reconfigurable Intelligent SurfacesSara Garcia Sanchez, Guillem Reus Muns, Carlos Bocanegra, Yanyu Li, Ufuk Muncuk, M. Yousof Naderi, Yanzhi Wang, Stratis Ioannidis, Kaushik Roy Chowdhury. ton, 31(6):2470-2482, December 2023. [doi]

MOC: Multi-Objective Mobile CPU-GPU Co-Optimization for Power-Efficient DNN InferenceYushu Wu, Yifan Gong 0004, Zheng Zhan 0001, Geng Yuan, Yanyu Li, Qi Wang, Chao Wu, Yanzhi Wang. iccad 2023: 1-10 [doi]

Pruning Parameterization with Bi-level Optimization for Efficient Semantic Segmentation on the EdgeChangdi Yang, Pu Zhao 0001, Yanyu Li, Wei Niu 0002, Jiexiong Guan, Hao Tang 0005, Minghai Qin, Bin Ren, Xue Lin, Yanzhi Wang. cvpr 2023: 15402-15412 [doi]

Fast and Fair Medical AI on the Edge Through Neural Architecture Search for Hybrid Vision ModelsChangdi Yang, Yi-sheng, Peiyan Dong, Zhenglun Kong, Yanyu Li, Pinrui Yu, Lei Yang, Xue Lin, Yanzhi Wang. iccad 2023: 1-9 [doi]

Late Breaking Results: Fast Fair Medical Applications? Hybrid Vision Models Achieve the Fairness on the EdgeChangdi Yang, Yi-sheng, Peiyan Dong, Zhenglun Kong, Yanyu Li, Pinrui Yu, Lei Yang, Xue Lin. dac 2023: 1-2 [doi]

2022

Automated deep learning-based wide-band receiverBahar Azari, Hai Cheng, Nasim Soltani, Haoqing Li, Yanyu Li, Mauro Belgiovine, Tales Imbiriba, Salvatore D'Oro, Tommaso Melodia, Yanzhi Wang, Pau Closas, Kaushik R. Chowdhury, Deniz Erdogmus. cn, 218:109367, 2022. [doi]

Hardware-efficient stochastic rounding unit design for DNN training: late breaking resultsSung-En Chang, Geng Yuan, Alec Lu, Mengshu Sun, Yanyu Li, Xiaolong Ma, Zhengang Li, Yanyue Xie, Minghai Qin, Xue Lin, Zhenman Fang, Yanzhi Wang. dac 2022: 1396-1397 [doi]

Real-Time Portrait Stylization on the EdgeYanyu Li, Xuan Shen, Geng Yuan, Jiexiong Guan, Wei Niu, Hao Tang 0005, Bin Ren, Yanzhi Wang. IJCAI 2022: 5928-5931 [doi]

EfficientFormer: Vision Transformers at MobileNet SpeedYanyu Li, Geng Yuan, Yang Wen, Ju Hu, Georgios Evangelidis 0002, Sergey Tulyakov, Yanzhi Wang, Jian Ren. nips 2022: [doi]

Auto-ViT-Acc: An FPGA-Aware Automatic Acceleration Framework for Vision Transformer with Mixed-Scheme QuantizationZhengang Li, Mengshu Sun, Alec Lu, Haoyu Ma, Geng Yuan, Yanyue Xie, Hao Tang 0005, Yanyu Li, Miriam Leeser, Zhangyang Wang, Xue Lin, Zhenman Fang. fpl 2022: 109-116 [doi]

Pruning-as-Search: Efficient Neural Architecture Search via Channel Pruning and Structural ReparameterizationYanyu Li, Pu Zhao, Geng Yuan, Xue Lin, Yanzhi Wang, Xin Chen. IJCAI 2022: 3236-3242 [doi]

Design of a multi-channel fatigue test monitoring cloud platform based on the Internet of ThingsHaoquan Qi, Jianyu Zhao, Lingling Sun, Tong Cang, Yanyu Li, Xudong Wang. iscsic 2022: 112-117 [doi]

NN-key: A Neural Network-Based Secret Key for Demapping OFDM SymbolsNasim Soltani, Yanyu Li, Deniz Erdogmus, Yanzhi Wang, Kaushik R. Chowdhury. ccnc 2022: 847-852 [doi]

Neural Network-Based OFDM Receiver for Resource Constrained IoT DevicesNasim Soltani, Hai Cheng, Mauro Belgiovine, Yanyu Li, Haoqing Li, Bahar Azari, Salvatore D'Oro, Tales Imbiriba, Tommaso Melodia, Pau Closas, Yanzhi Wang, Deniz Erdogmus, Kaushik R. Chowdhury. iotm, 5(3):158-164, 2022. [doi]

FILM-QNN: Efficient FPGA Acceleration of Deep Neural Networks with Intra-Layer, Mixed-Precision QuantizationMengshu Sun, Zhengang Li, Alec Lu, Yanyu Li, Sung-En Chang, Xiaolong Ma, Xue Lin, Zhenman Fang. fpga 2022: 134-145 [doi]

FPGA-aware automatic acceleration framework for vision transformer with mixed-scheme quantization: late breaking resultsMengshu Sun, Zhengang Li, Alec Lu, Haoyu Ma, Geng Yuan, Yanyue Xie, Hao Tang, Yanyu Li, Miriam Leeser, Zhangyang Wang, Xue Lin, Zhenman Fang. dac 2022: 1394-1395 [doi]

Fault-Tolerant Deep Neural Networks for Processing-In-Memory based Autonomous Edge SystemsSiyue Wang, Geng Yuan, Xiaolong Ma, Yanyu Li, Xue Lin, Bhavya Kailkhura. date 2022: 424-429 [doi]

Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-ResolutionYushu Wu, Yifan Gong 0004, Pu Zhao, Yanyu Li, Zheng Zhan 0001, Wei Niu, Hao Tang 0005, Minghai Qin, Bin Ren, Yanzhi Wang. eccv 2022: 92-111 [doi]

You Already Have It: A Generator-Free Low-Precision DNN Training Framework Using Stochastic RoundingGeng Yuan, Sung-En Chang, Qing Jin, Alec Lu, Yanyu Li, Yushu Wu, Zhenglun Kong, Yanyue Xie, Peiyan Dong, Minghai Qin, Xiaolong Ma, Xulong Tang, Zhenman Fang, Yanzhi Wang. eccv 2022: 34-51 [doi]

Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse TrainingGeng Yuan, Yanyu Li, Sheng Li 0019, Zhenglun Kong, Sergey Tulyakov, Xulong Tang, Yanzhi Wang, Jian Ren. nips 2022: [doi]

Mobile or FPGA? A Comprehensive Evaluation on Energy Efficiency and a Unified Optimization FrameworkGeng Yuan, Peiyan Dong, Mengshu Sun, Wei Niu, Zhengang Li, Yuxuan Cai, Yanyu Li, Jun Liu, Weiwen Jiang, Xue Lin, Bin Ren, Xulong Tang, Yanzhi Wang. tecs, 21(5), September 2022. [doi]

2021

YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-DesignYuxuan Cai, Hongjia Li, Geng Yuan, Wei Niu, Yanyu Li, Xulong Tang, Bin Ren, Yanzhi Wang. AAAI 2021: 955-963 [doi]

A Compression-Compilation Co-Design Framework Towards Real-Time Object Detection on Mobile DevicesYuxuan Cai, Geng Yuan, Hongjia Li, Wei Niu, Yanyu Li, Xulong Tang, Bin Ren, Yanzhi Wang. AAAI 2021: 15997-16000 [doi]

Mix and Match: A Novel FPGA-Centric Deep Neural Network Quantization FrameworkSung-En Chang, Yanyu Li, Mengshu Sun, Runbin Shi, Hayden K. H. So, Xuehai Qian, Yanzhi Wang, Xue Lin. hpca 2021: 208-220 [doi]

RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple PrecisionsSung-En Chang, Yanyu Li, Mengshu Sun, Weiwen Jiang, Sijia Liu 0001, Yanzhi Wang, Xue Lin. iccv 2021: 5231-5240 [doi]

NPAS: A Compiler-Aware Framework of Unified Network Pruning and Architecture Search for Beyond Real-Time Mobile AccelerationZhengang Li, Geng Yuan, Wei Niu, Pu Zhao, Yanyu Li, Yuxuan Cai, Xuan Shen, Zheng Zhan 0001, Zhenglun Kong, Qing Jin, ZhiYu Chen, Sijia Liu 0001, Kaiyuan Yang, Bin Ren, Yanzhi Wang, Xue Lin. cvpr 2021: 14255-14266 [doi]

ATACdb: a comprehensive human chromatin accessibility databaseFan Wang, Xuefeng Bai, Yuezhu Wang, Yong Jiang, Bo Ai, Yong Zhang, Yuejuan Liu, Mingcong Xu, Qiuyu Wang, Xiaole Han, Qi Pan, Yanyu Li, Xuecang Li, Jian Zhang, Jun Zhao, Guorui Zhang, Chenchen Feng, Jiang Zhu, Chunquan Li 0002. nar, 49(Database-Issue), 2021. [doi]

2020

2019

2017

High Sensitivity Detection of CdSe/ZnS Quantum Dot-Labeled DNA Based on N-type Porous Silicon MicrocavitiesChangwu Lv, Zhenhong Jia, Jie Lv, Hongyan Zhang, Yanyu Li. sensors, 17(1):80, 2017. [doi]

2016

An Efficient VNE Algorithm via Preferentially Mapping Important NodesYanyu Li, Yunchun Li, Min Shu, Jiqiang Tang, Yigang Peng. lcn 2016: 34-41 [doi]

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