Wang, Yanzhi
- Efficient Reasoning with Hidden Thinking
2025/01/31 by Xuan Shen, Yizhou Wang, Shen, Xuan +12 · 11 voices · 15 citations
Computer Science · #Intelligent Tutoring Systems and Adaptive Learning #AI-based Problem Solving and Planning #Logic, Reasoning, and Knowledge
- SnapFusion: Text-to-Image Diffusion Model on Mobile Devices within Two Seconds
2023/06/01 by Li, Yanyu, Wang, Huan, Jin, Qing +6 · 35 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- EfficientFormer: Vision Transformers at MobileNet Speed
2022/06/02 by Yanyu Li, Geng Yuan, Li, Yanyu +13 · 28 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Visual Attention and Saliency Detection
- SPViT: Enabling Faster Vision Transformers via Soft Token Pruning
2021/12/27 by Kong, Zhenglun, Dong, Peiyan, Ma, Xiaolong +9 · 24 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- Rethinking Vision Transformers for MobileNet Size and Speed
2022/12/15 by Yanyu Li, Hu Ju, Li, Yanyu +12 · 18 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Structured Adversarial Attack: Towards General Implementation and Better Interpretability
2018/08/05 by Kaidi Xu, Sijia Liu, Xu, Kaidi +15 · 14 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- You Need Multiple Exiting: Dynamic Early Exiting for Accelerating Unified Vision Language Model
2022/11/21 by Shengkun Tang, Tang, Shengkun, Yaqing Wang +15 · 9 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Adversarial Robustness vs Model Compression, or Both?
2019/03/29 by Ye, Shaokai, Xu, Kaidi, Liu, Sijia +6 · 6 citations
#Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Advancing Model Pruning via Bi-level Optimization
2022/10/08 by Yihua Zhang, Zhang, Yihua, Yuguang Yao +13 · 9 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- HeatViT: Hardware-Efficient Adaptive Token Pruning for Vision Transformers
2022/11/15 by Peiyan Dong, Mengshu Sun, Dong, Peiyan +19 · 8 citations
Computer Science · Engineering · Neuroscience · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR)
- MoE-Pruner: Pruning Mixture-of-Experts Large Language Model using the Hints from Its Router
2024/10/15 by Yanyue Xie, Zhi Zhang, Xie, Yanyue +14 · 15 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Expert finding and Q&A systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
- Efficient Recurrent Neural Networks using Structured Matrices in FPGAs
2018/03/20 by Zhe Li, Shuo Wang, Li, Zhe +9 · 1 voice
Computer Science · #Neural Networks and Applications #Blind Source Separation Techniques #Neural Networks and Reservoir Computing
- A Hierarchical Framework of Cloud Resource Allocation and Power Management Using Deep Reinforcement Learning
2017/03/13 by Liu, Ning, Li, Zhe, Xu, Zhiyuan +5 · 4 citations
#Artificial Intelligence (cs.AI) #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
- YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design
2020/09/12 by Yuxuan Cai, Hongjia Li, Cai, Yuxuan +13 · 6 citations
Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics and Sensor-Based Localization
- Agile-Quant: Activation-Guided Quantization for Faster Inference of LLMs on the Edge
2023/12/09 by Xuan Shen, Shen, Xuan, Peiyan Dong +13 · 8 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
- Experience-driven Networking: A Deep Reinforcement Learning based Approach
2018/01/17 by Zhiyuan Xu, Xu, Zhiyuan, Jian Tang +11 · 6 citations
Computer Science · Engineering · #Software-Defined Networks and 5G #Age of Information Optimization #Traffic control and management
- Exploring Token Pruning in Vision State Space Models
2024/09/27 by Zhan, Zheng, Kong, Zhenglun, Gong, Yifan +8 · 12 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- SparCL: Sparse Continual Learning on the Edge
2022/09/20 by Zifeng Wang, Zheng Zhan, Wang, Zifeng +16 · 5 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- Feature Distillation: DNN-Oriented JPEG Compression Against Adversarial Examples
2018/03/14 by Zihao Liu, Qi Liu, Liu, Zihao +7 · 4 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · #Adversarial Robustness in Machine Learning #Bacillus and Francisella bacterial research #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Integrated Circuits and Semiconductor Failure Analysis
- DiffClass: Diffusion-Based Class Incremental Learning
2024/03/08 by Meng, Zichong, Zhang, Jie, Yang, Changdi +3 · 7 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Achieving on-Mobile Real-Time Super-Resolution with Neural Architecture and Pruning Search
2021/08/18 by Zheng Zhan, Yifan Gong, Zhan, Zheng +21 · 5 citations
Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Processing Techniques and Applications #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #electronic engineering #information engineering
- Quantum Neural Network Compression
2022/07/04 by Zhirui Hu, Hu, Zhirui, Peiyan Dong +9 · 4 citations
Computer Science · #Quantum Computing Algorithms and Architecture #Neural Networks and Reservoir Computing #Neural Networks and Applications
- Adversarial T-shirt! Evading Person Detectors in A Physical World
2019/10/18 by Kaidi Xu, Xu, Kaidi, Gaoyuan Zhang +16 · 1 voice · 2 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.AI #cs.CV #cs.LG
- DualHSIC: HSIC-Bottleneck and Alignment for Continual Learning
2023/04/30 by Zifeng Wang, Wang, Zifeng, Zheng Zhan +11 · 4 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
- MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge
2021/10/26 by Geng Yuan, Yuan, Geng, Xiaolong Ma +29 · 3 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Neural and Evolutionary Computing (cs.NE) #Stochastic Gradient Optimization Techniques
- TextCraftor: Your Text Encoder Can be Image Quality Controller
2024/03/27 by Li, Yanyu, Liu, Xian, Kag, Anil +6 · 5 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Coarsening the Granularity: Towards Structurally Sparse Lottery Tickets
2022/02/09 by Tianlong Chen, Xuxi Chen, Chen, Tianlong +7 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Data Visualization and Analytics #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Video Analysis and Summarization
- SnapGen-V: Generating a Five-Second Video within Five Seconds on a Mobile Device
2024/12/13 by Yushu Wu, Zhixing Zhang, Wu, Yushu +24 · 8 citations
Social Sciences · Computer Science · #Multimedia Communication and Technology #Interactive and Immersive Displays
- Deep Reinforcement Learning for Dynamic Treatment Regimes on Medical Registry Data
2018/01/28 by Ning Liu, Ying Liu, Liu, Ning +9 · 2 citations
Decision Sciences · Mathematics · Medicine · #Advanced Bandit Algorithms Research #Advanced Causal Inference Techniques #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Renal Transplantation Outcomes and Treatments
- StructADMM: A Systematic, High-Efficiency Framework of Structured Weight Pruning for DNNs
2018/07/29 by Zhang, Tianyun, Ye, Shaokai, Zhang, Kaiqi +8 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- ADMM-NN: An Algorithm-Hardware Co-Design Framework of DNNs Using Alternating Direction Method of Multipliers
2018/12/31 by Ren, Ao, Zhang, Tianyun, Ye, Shaokai +5 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- Fault Sneaking Attack: a Stealthy Framework for Misleading Deep Neural Networks
2019/05/28 by Pu Zhao, Zhao, Pu, Siyue Wang +9 · 4 citations
Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Pruning-as-Search: Efficient Neural Architecture Search via Channel Pruning and Structural Reparameterization
2022/06/02 by Li, Yanyu, Zhao, Pu, Yuan, Geng +3 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- REQ-YOLO: A Resource-Aware, Efficient Quantization Framework for Object Detection on FPGAs
2019/09/29 by Ding, Caiwen, Wang, Shuo, Liu, Ning +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)
- LazyDiT: Lazy Learning for the Acceleration of Diffusion Transformers
2024/12/17 by Xuan Shen, Zhao Song, Shen, Xuan +27 · 8 citations
Computer Science · #Neural Networks and Applications
- Numerical Pruning for Efficient Autoregressive Models
2024/12/17 by Zhao Song, Shen, Xuan, Song, Zhao +26 · 7 citations
Computer Science · #Matrix Theory and Algorithms
- Layer Freezing & Data Sieving: Missing Pieces of a Generic Framework for Sparse Training
2022/09/22 by Geng Yuan, Yanyu Li, Yuan, Geng +13 · 3 citations
Computer Science · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
- Theoretical Properties for Neural Networks with Weight Matrices of Low Displacement Rank
2017/03/01 by Liang Zhao, Zhao, Liang, Siyu Liao +11 · 3 citations
Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications #Structural Health Monitoring Techniques
- Teachers Do More Than Teach: Compressing Image-to-Image Models
2021/03/05 by Qing Jin, Jin, Qing, Jian Ren +11 · 2 citations
Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Image and Signal Denoising Methods
- Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training
2022/11/19 by Zhenglun Kong, Kong, Zhenglun, Haoyu Ma +27 · 3 citations
Engineering · Computer Science · #Advanced Image Fusion Techniques #CCD and CMOS Imaging Sensors #Image Enhancement Techniques
- FORMS: Fine-grained Polarized ReRAM-based In-situ Computation for Mixed-signal DNN Accelerator
2021/06/16 by Geng Yuan, Payman Behnam, Yuan, Geng +19 · 2 citations
Engineering · Computer Science · #Advanced Memory and Neural Computing #Ferroelectric and Negative Capacitance Devices #Machine Learning and ELM
- Squat: Quant Small Language Models on the Edge
2024/02/16 by Xuan Shen, Shen, Xuan, Peiyan Dong +17 · 4 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Advancements in Photolithography Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel Computing and Optimization Techniques
- GRIM: A General, Real-Time Deep Learning Inference Framework for Mobile Devices based on Fine-Grained Structured Weight Sparsity
2021/08/25 by Wei Niu, Zhengang Li, Niu, Wei +15 · 2 citations
Computer Science · Engineering · #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #CCD and CMOS Imaging Sensors #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Pruning Foundation Models for High Accuracy without Retraining
2024/10/21 by Zhao, Pu, Sun, Fei, Shen, Xuan +4 · 7 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Compiler-Aware Neural Architecture Search for On-Mobile Real-time Super-Resolution
2022/07/25 by Yu‐Shu Wu, Yifan Gong, Wu, Yushu +17 · 3 citations
Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Vision and Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Hardware Architecture (cs.AR) #Image Processing Techniques and Applications #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- RTMobile: Beyond Real-Time Mobile Acceleration of RNNs for Speech Recognition
2020/02/19 by Peiyan Dong, Siyue Wang, Dong, Peiyan +19 · 3 citations
Computer Science · #Advanced Neural Network Applications #Audio and Speech Processing (eess.AS) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Neural Networks and Applications #Sound (cs.SD) #Speech Recognition and Synthesis #electronic engineering #information engineering
- Toward Adaptive Large Language Models Structured Pruning via Hybrid-grained Weight Importance Assessment
2024/03/16 by Liu, Jun, Kong, Zhenglun, Zhao, Pu +9 · 5 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization
2022/02/10 by Jin, Qing, Ren, Jian, Zhuang, Richard +6 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)
- Rethinking Token Reduction for State Space Models
2024/10/16 by Zheng Zhan, Yushu Wu, Zhan, Zheng +14 · 5 citations
Decision Sciences · Engineering · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Real-time simulation and control systems #Simulation Techniques and Applications
- SC-DCNN: Highly-Scalable Deep Convolutional Neural Network using Stochastic Computing
2016/11/18 by Ao Ren, Ren, Ao, Ji Li +13 · 2 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #Error Correcting Code Techniques #FOS: Computer and information sciences #Stochastic Gradient Optimization Techniques
- Search for Efficient Large Language Models
2024/09/25 by Shen, Xuan, Pu Zhao, Zhao, Pu +16 · 5 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Text and Document Classification Technologies
- AutoCompress: An Automatic DNN Structured Pruning Framework for Ultra-High Compression Rates
2019/07/06 by Ning Liu, Liu, Ning, Xiaolong Ma +9 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- SmartFRZ: An Efficient Training Framework using Attention-Based Layer Freezing
2024/01/30 by Li, Sheng, Yuan, Geng, Dai, Yue +3 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Efficient Training with Denoised Neural Weights
2024/07/16 by Yifan Gong, Gong, Yifan, Zheng Zhan +15 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural Networks and Applications
- FFT-Based Deep Learning Deployment in Embedded Systems
2017/12/13 by Lin, Sheng, Liu, Ning, Nazemi, Mahdi +4 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- DeepN-JPEG: A Deep Neural Network Favorable JPEG-based Image Compression Framework
2018/03/14 by Zihao Liu, Liu, Zihao, Tao Liu +11 · 1 citation
Computer Science · #Advanced Data Compression Techniques #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Image Enhancement Techniques #Performance (cs.PF)
- Algorithm-Hardware Co-Optimization of the Memristor-Based Framework for Solving SOCP and Homogeneous QCQP Problems
2018/02/02 by Ao Ren, Sijia Liu, Ren, Ao +9 · 1 citation
Computer Science · Engineering · Neuroscience · #Advanced Memory and Neural Computing #Emerging Technologies (cs.ET) #FOS: Computer and information sciences #Machine Learning and ELM #Neuroscience and Neural Engineering
- Security Analysis and Enhancement of Model Compressed Deep Learning Systems under Adversarial Attacks
2018/02/14 by Qi Liu, Liu, Qi, Tao Liu +9 · 1 citation
Computer Science · Engineering · Materials Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Materials Science #Radiation Effects in Electronics
- C-LSTM: Enabling Efficient LSTM using Structured Compression Techniques on FPGAs
2018/03/14 by Shuo Wang, Wang, Shuo, Zhe Li +11 · 1 citation
Computer Science · #Music and Audio Processing #Speech and Audio Processing #Speech Recognition and Synthesis
- Adversarial Meta-Learning
2018/06/08 by Yin, Chengxiang, Tang, Jian, Xu, Zhiyuan +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- E-RNN: Design Optimization for Efficient Recurrent Neural Networks in FPGAs
2018/12/12 by Li, Zhe, Ding, Caiwen, Wang, Siyue +8 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #electronic engineering #information engineering
- Progressive DNN Compression: A Key to Achieve Ultra-High Weight Pruning and Quantization Rates using ADMM
2019/03/23 by Shaokai Ye, Xiaoyu Feng, Ye, Shaokai +26 · 1 citation
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Neural and Evolutionary Computing (cs.NE) #Speech and Audio Processing
- Machine Vision Guided 3D Medical Image Compression for Efficient Transmission and Accurate Segmentation in the Clouds
2019/04/09 by Liu, Zihao, Xu, Xiaowei, Liu, Tao +7 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Harmony in Divergence: Towards Fast, Accurate, and Memory-efficient Zeroth-order LLM Fine-tuning
2025/02/05 by Jun Liu, Tan, Qitao, Liu, Jun +8 · 5 citations
Engineering · #Advanced Surface Polishing Techniques #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Electromagnetic Simulation and Numerical Methods #FOS: Computer and information sciences #Iterative Learning Control Systems #Machine Learning (cs.LG)
- Non-Structured DNN Weight Pruning -- Is It Beneficial in Any Platform?
2019/07/03 by Ma, Xiaolong, Lin, Sheng, Ye, Shaokai +10 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- PCONV: The Missing but Desirable Sparsity in DNN Weight Pruning for Real-time Execution on Mobile Devices
2019/09/06 by Ma, Xiaolong, Guo, Fu-Ming, Niu, Wei +5 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE) #Parallel #and Cluster Computing (cs.DC)
- Reweighted Proximal Pruning for Large-Scale Language Representation
2019/09/27 by Guo, Fu-Ming, Liu, Sijia, Mungall, Finlay S. +2 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural and Evolutionary Computing (cs.NE)
- An Image Enhancing Pattern-based Sparsity for Real-time Inference on Mobile Devices
2020/01/20 by Xiaolong Ma, Ma, Xiaolong, Wei Niu +19 · 1 citation
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Machine Learning and ELM
- Embedding Compression with Isotropic Iterative Quantization
2020/01/11 by Siyu Liao, Liao, Siyu, Jie Chen +7 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications #Topic Modeling
- Taming Diffusion for Dataset Distillation with High Representativeness
2025/05/23 by Lin Zhao, Yu‐Shu Wu, Zhao, Lin +12 · 5 citations
Computer Science · #Neural Networks and Applications #Data Stream Mining Techniques
- Fast and Memory-Efficient Video Diffusion Using Streamlined Inference
2024/11/02 by Zhan, Zheng, Wu, Yushu, Gong, Yifan +7 · 4 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Learn-Prune-Share for Lifelong Learning
2020/12/13 by Wang, Zifeng, Jian, Tong, Chowdhury, Kaushik +3 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- DraftAttention: Fast Video Diffusion via Low-Resolution Attention Guidance
2025/05/17 by Xuan Shen, Shen, Xuan, C. C. Han +17 · 6 citations
Computer Science · #Advanced Image Processing Techniques #Image and Signal Denoising Methods #Advanced Vision and Imaging
- Sanity Checks for Lottery Tickets: Does Your Winning Ticket Really Win the Jackpot?
2021/07/01 by Ma, Xiaolong, Yuan, Geng, Shen, Xuan +8 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Enabling Level-4 Autonomous Driving on a Single 1k Off-the-Shelf Card
2021/10/12 by Sung, Hsin-Hsuan, Xu, Yuanchao, Guan, Jiexiong +5 · 1 citation
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Robotics (cs.RO) #Systems and Control (eess.SY) #electronic engineering #information engineering
- RMSMP: A Novel Deep Neural Network Quantization Framework with Row-wise Mixed Schemes and Multiple Precisions
2021/10/30 by Chang, Sung-En, Li, Yanyu, Sun, Mengshu +4 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- AirNN: Neural Networks with Over-the-Air Convolution via Reconfigurable Intelligent Surfaces
2022/02/07 by Sanchez, Sara Garcia, Muns, Guillem Reus, Bocanegra, Carlos +6 · 1 citation
#FOS: Electrical engineering #Signal Processing (eess.SP) #electronic engineering #information engineering
- Automatic Mapping of the Best-Suited DNN Pruning Schemes for Real-Time Mobile Acceleration
2021/11/22 by Gong, Yifan, Yuan, Geng, Zhan, Zheng +9 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- VAQF: Fully Automatic Software-Hardware Co-Design Framework for Low-Bit Vision Transformer
2022/01/17 by Mengshu Sun, Haoyu Ma, Sun, Mengshu +13 · 1 citation
Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #CCD and CMOS Imaging Sensors #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Pruning Adversarially Robust Neural Networks without Adversarial Examples
2022/10/09 by Zifeng Wang, Jian, Tong, Wang, Zifeng +6 · 1 citation
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- ScaleCert: Scalable Certified Defense against Adversarial Patches with Sparse Superficial Layers
2021/10/27 by Han, Husheng, Xu, Kaidi, Hu, Xing +6 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Self-Ensemble Protection: Training Checkpoints Are Good Data Protectors
2022/11/22 by Sizhe Chen, Chen, Sizhe, Geng Yuan +11 · 1 citation
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
2025/03/20 by Shen, Xuan, Ma, Weize, Liu, Jing +9 · 4 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Brain Tumor Classification on MRI in Light of Molecular Markers
2024/09/29 by Jun Liu, Liu, Jun, Geng Yuan +15 · 3 citations
Biochemistry, Genetics and Molecular Biology · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Quantitative Methods (q-bio.QM) #electronic engineering #information engineering
- VOTE: Vision-Language-Action Optimization with Trajectory Ensemble Voting
2025/07/07 by Juyi Lin, Amir Taherin, Lin, Juyi +25 · 6 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Reinforcement Learning in Robotics #Robot Manipulation and Learning #Robotics (cs.RO)
- Systematic Weight Pruning of DNNs using Alternating Direction Method of Multipliers
2018/02/15 by Tianyun Zhang, Shaokai Ye, Zhang, Tianyun +7 · 1 citation
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
- Taming Diffusion Transformer for Efficient Mobile Video Generation in Seconds
2025/07/17 by Wu, Yushu, Li, Yanyu, Kag, Anil +9 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- HybridFlow: Infusing Continuity into Masked Codebook for Extreme Low-Bitrate Image Compression
2024/04/20 by Lei Lu, Yanyue Xie, Lu, Lei +9 · 1 citation
Computer Science · Engineering · #Advanced Data Compression Techniques #Video Coding and Compression Technologies #Image Processing Techniques and Applications
- Neural Network-based OFDM Receiver for Resource Constrained IoT Devices
2022/05/12 by Nasim Soltani, Soltani, Nasim, Hai Cheng +23 · 1 citation
Computer Science · Engineering · #Wireless Signal Modulation Classification #Advanced Wireless Communication Techniques #PAPR reduction in OFDM
- Perturbation-efficient Zeroth-order Optimization for Hardware-friendly On-device Training
2025/04/28 by Qitao Tan, Tan, Qitao, Rui Xia +21 · 4 citations
Computer Science · #Artificial Intelligence (cs.AI) #Chaos-based Image/Signal Encryption #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Numerical Methods and Algorithms
- H3AE: High Compression, High Speed, and High Quality AutoEncoder for Video Diffusion Models
2025/04/14 by Wu, Yushu, Li, Yanyu, Skorokhodov, Ivan +6 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- FastCar: Cache Attentive Replay for Fast Auto-Regressive Video Generation on the Edge
2025/05/17 by Xuan Shen, Wanjing Ma, Shen, Xuan +23 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Video Quality Assessment #Video Coding and Compression Technologies
- Quasar-ViT: Hardware-Oriented Quantization-Aware Architecture Search for Vision Transformers
2024/07/25 by Li, Zhengang, Lu, Alec, Xie, Yanyue +9 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- PCNN: Pattern-based Fine-Grained Regular Pruning towards Optimizing CNN Accelerators
2020/02/11 by Zhanhong Tan, Tan, Zhanhong, Jiebo Song +19 · 1 citation
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Human Pose and Action Recognition
- All-in-One Tuning and Structural Pruning for Domain-Specific LLMs
2024/12/19 by Lu, Lei, Wang, Zhepeng, Bao, Runxue +7 · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
- An ADMM-Based Universal Framework for Adversarial Attacks on Deep Neural Networks
2018/04/09 by Pu Zhao, Zhao, Pu, Sijia Liu +5 · 2 citations
Computer Science · Materials Science · #Adversarial Robustness in Machine Learning #Machine Learning in Materials Science #Advanced Neural Network Applications
- Structured Agent Distillation for Large Language Model
2025/05/20 by Liu, Jun, Kong, Zhenglun, Dong, Peiyan +10 · 2 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- InstructGIE: Towards Generalizable Image Editing
2024/03/08 by Zichong Meng, Meng, Zichong, Changdi Yang +9 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Retrieval and Classification Techniques #Medical Image Segmentation Techniques
- RCR-Router: Efficient Role-Aware Context Routing for Multi-Agent LLM Systems with Structured Memory
2025/08/06 by Jun Liu, Zhenglun Kong, Liu, Jun +26 · 3 citations
Computer Science · #Topic Modeling #Natural Language Processing Techniques #Multimodal Machine Learning Applications
- TSLA: A Task-Specific Learning Adaptation for Semantic Segmentation on Autonomous Vehicles Platform
2025/08/17 by Liu, Jun, Kong, Zhenglun, Zhao, Pu +9 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG)