Zheng Xu
- Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
2024/03/08 by Gemini Robotics Team, Petko Georgiev, Gemini Team +2277 · 4 voices · 735 citations
Computer Science · #Semantic Web and Ontologies
- Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
2025/07/07 by Gheorghe Comanici, Comanici, Gheorghe, Eric Bieber +6844 · 8 voices · 1398 citations
#cs.CL #cs.AI
- Advances and Open Problems in Federated Learning
2019/12/10 by Peter Kairouz, Kairouz, Peter, H. Brendan McMahan +115 · 448 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Visualizing the Loss Landscape of Neural Nets
2017/12/28 by Hao Li, Li, Hao, Zheng Xu +7 · 116 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
- A Field Guide to Federated Optimization
2021/07/14 by Jianyu Wang, Zachary Charles, Wang, Jianyu +103 · 23 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Heterogeneous LoRA for Federated Fine-tuning of On-Device Foundation Models
2024/01/12 by Yae Jee Cho, Cho, Yae Jee, Luyang Liu +7 · 27 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Training Quantized Nets: A Deeper Understanding
2017/06/07 by Hao Li, Li, Hao, Soham De +9 · 20 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Stochastic Gradient Optimization Techniques
- Practical and Private (Deep) Learning without Sampling or Shuffling
2021/02/26 by Peter Kairouz, Brendan McMahan, Kairouz, Peter +9 · 16 citations
Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks
2023/02/17 by Zheng Xu, Zheng, Xu, Yexin Liu +13 · 19 citations
Computer Science · Engineering · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Neural Networks and Applications
- Training Neural Networks Without Gradients: A Scalable ADMM Approach
2016/05/06 by Gavin Taylor, Taylor, Gavin, Ryan Burmeister +9 · 14 citations
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
- The Impact of Neural Network Overparameterization on Gradient Confusion\n and Stochastic Gradient Descent
2019/04/15 by Karthik Abinav Sankararaman, Soham De, Sankararaman, Karthik A. +7 · 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 (stat.ML) #Machine Learning and Data Classification #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
- LLM4SR: A Survey on Large Language Models for Scientific Research
2025/01/08 by Zonglin Yang, Luo, Ziming, Zheng Xu +6 · 26 citations
Computer Science · #Computation and Language (cs.CL) #Digital Libraries (cs.DL) #FOS: Computer and information sciences #Topic Modeling
- Chasing Day and Night: Towards Robust and Efficient All-Day Object Detection Guided by an Event Camera
2023/09/17 by Jiahang Cao, Cao, Jiahang, Zheng Xu +9 · 9 citations
Engineering · Neuroscience · #Advanced Memory and Neural Computing #Computer Vision and Pattern Recognition (cs.CV) #EEG and Brain-Computer Interfaces #FOS: Computer and information sciences #Ferroelectric and Negative Capacitance Devices #Robotics (cs.RO)
- User Inference Attacks on Large Language Models
2023/10/13 by Nikhil Kandpal, Krishna Pillutla, Kandpal, Nikhil +9 · 8 citations
Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Topic Modeling
- Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
2023/03/25 by Zheng Xu, Jinjing Zhu, Zheng, Xu +9 · 7 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Adaptive Consensus ADMM for Distributed Optimization
2017/06/09 by Zheng Xu, Gavin Taylor, Xu, Zheng +9 · 3 citations
Computer Science · Engineering · #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning and ELM #Numerical Analysis (math.NA) #Sparse and Compressive Sensing Techniques #Systems and Control (eess.SY) #Target Tracking and Data Fusion in Sensor Networks #electronic engineering #information engineering
- (Amplified) Banded Matrix Factorization: A unified approach to private training
2023/06/13 by Christopher A. Choquette-Choo, Arun Ganesh, Choquette-Choo, Christopher A. +11 · 7 citations
Computer Science · Engineering · #Advanced MIMO Systems Optimization #Cooperative Communication and Network Coding #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Privacy-Preserving Instructions for Aligning Large Language Models
2024/02/21 by Yu Da, Yu, Da, Peter Kairouz +5 · 7 citations
Computer Science · #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
- Motley: Benchmarking Heterogeneity and Personalization in Federated Learning
2022/06/18 by Shanshan Wu, Wu, Shanshan, Tian Li +11 · 4 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- On the Convergence of Federated Averaging with Cyclic Client Participation
2023/02/06 by Yae Jee Cho, Cho, Yae Jee, Pranay Sharma +9 · 4 citations
Computer Science · #Cooperative Communication and Network Coding #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Wireless Networks and Protocols #and Cluster Computing (cs.DC)
- Efficient and Private Federated Learning with Partially Trainable Networks
2021/10/06 by Hakim Sidahmed, Sidahmed, Hakim, Zheng Xu +7 · 3 citations
Computer Science · #Age of Information Optimization #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- Look at the Neighbor: Distortion-aware Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
2023/08/10 by Zheng Xu, Tianbo Pan, Zheng, Xu +5 · 5 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Federated Learning in Practice: Reflections and Projections
2024/10/11 by Katharine Daly, Hubert Eichner, Daly, Katharine +9 · 7 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- Wafer-scale Computing: Advancements, Challenges, and Future Perspectives
2023/10/14 by Yang Hu, Hu, Yang, Xinhan Lin +27 · 6 citations
Engineering · #Advanced Memory and Neural Computing #CCD and CMOS Imaging Sensors #Ferroelectric and Negative Capacitance Devices
- GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
2024/03/25 by Weiming Zhang, Yexin Liu, Zhang, Weiming +5 · 6 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- ExACT: Language-guided Conceptual Reasoning and Uncertainty Estimation for Event-based Action Recognition and More
2024/03/19 by Jiazhou Zhou, Zhou, Jiazhou, Zheng Xu +5 · 4 citations
Computer Science · #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Human Pose and Action Recognition
- FedGKD: Toward Heterogeneous Federated Learning via Global Knowledge Distillation
2023/09/15 by Dezhong Yao, Wanning Pan, Yutong Dai +7 · 6 citations
Computer Science · #Privacy-Preserving Technologies in Data #Mobile Crowdsensing and Crowdsourcing #Internet Traffic Analysis and Secure E-voting
- EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition
2024/03/21 by Zheng Xu, Zheng, Xu, Lin Wang +1 · 4 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Image Retrieval and Classification Techniques
- On the Unreasonable Effectiveness of Federated Averaging with Heterogeneous Data
2022/06/09 by Jianyu Wang, Wang, Jianyu, Rudrajit Das +9 · 3 citations
Computer Science · Engineering · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #Traffic Prediction and Management Techniques
- Distilling Efficient Vision Transformers from CNNs for Semantic Segmentation
2023/10/11 by Zheng Xu, Yunhao Luo, Zheng, Xu +5 · 3 citations
Computer Science · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
- LightMem: Lightweight and Efficient Memory-Augmented Generation
2025/10/21 by J. Fang, Xinle Deng, Fang, Jizhan +21 · 10 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Multiagent Systems (cs.MA) #Multimodal Machine Learning Applications #Topic Modeling
- Transformer-CNN Cohort: Semi-supervised Semantic Segmentation by the Best of Both Students
2022/09/06 by Zheng Xu, Yunhao Luo, Zheng, Xu +6 · 2 citations
Computer Science · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- Priors in Deep Image Restoration and Enhancement: A Survey
2022/06/04 by Yunfan Lu, Lu, Yunfan, Yiqi Lin +9 · 2 citations
Computer Science · Engineering · #Advanced Image Processing Techniques #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimedia (cs.MM) #Sparse and Compressive Sensing Techniques
- Adaptive ADMM with Spectral Penalty Parameter Selection
2016/05/24 by Zheng Xu, Xu, Zheng, Mário A. T. Figueiredo +2 · 1 citation
Computer Science · Engineering · #Advanced Adaptive Filtering Techniques #Artificial Intelligence (cs.AI) #Blind Source Separation Techniques #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Sparse and Compressive Sensing Techniques
- Stabilizing Adversarial Nets With Prediction Methods
2017/05/20 by Abhay Kumar Yadav, Yadav, Abhay, Sohil Shah +7 · 1 citation
Computer Science · Physics and Astronomy · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Model Reduction and Neural Networks #Numerical Analysis (math.NA)
- Enhancing Kubernetes Automated Scheduling with Deep Learning and Reinforcement Techniques for Large-Scale Cloud Computing Optimization
2024/02/26 by Zheng Xu, Xu, Zheng, Yulu Gong +7 · 2 citations
Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #Cloud Computing and Resource Management #Distributed #FOS: Computer and information sciences #IoT and Edge/Fog Computing #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
- Synthesizing Privacy-Preserving Text Data via Finetuning without Finetuning Billion-Scale LLMs
2025/03/16 by Bowen Tan, Tan, Bowen, Zheng Xu +7 · 5 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Internet Traffic Analysis and Secure E-voting
- Local Adaptivity in Federated Learning: Convergence and Consistency
2021/06/04 by Jianyu Wang, Zheng Xu, Wang, Jianyu +9 · 1 citation
Computer Science · Mathematics · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Random Matrices and Applications #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- PaLM2-VAdapter: Progressively Aligned Language Model Makes a Strong Vision-language Adapter
2024/02/16 by Junfei Xiao, Zheng Xu, Xiao, Junfei +7 · 2 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- A Hassle-free Algorithm for Private Learning in Practice: Don't Use Tree Aggregation, Use BLTs
2024/08/16 by H. Brendan McMahan, Zheng Xu, McMahan, H. Brendan +3 · 2 citations
Computer Science · #Complexity and Algorithms in Graphs #Cryptography and Data Security #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- OmniBind: Teach to Build Unequal-Scale Modality Interaction for Omni-Bind of All
2024/05/25 by Yuanhuiyi Lyu, Zheng Xu, Lyu, Yuanhuiyi +5 · 2 citations
Computer Science · Engineering · #Computer Vision and Pattern Recognition (cs.CV) #Context-Aware Activity Recognition Systems #FOS: Computer and information sciences #Interactive and Immersive Displays #Robotics and Automated Systems
- Towards Omnidirectional Reasoning with 360-R1: A Dataset, Benchmark, and GRPO-based Method
2025/05/20 by Zhang Xin-shen, Zhen Ye, Zhang, Xinshen +3 · 4 citations
Computer Science · #Semantic Web and Ontologies
- Domain-RAG: Retrieval-Guided Compositional Image Generation for Cross-Domain Few-Shot Object Detection
2025/06/06 by Li Yu, Li, Yu, Xingyu Qiu +19 · 5 citations
Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis
- Learning Robust Anymodal Segmentor with Unimodal and Cross-modal Distillation
2024/11/26 by Zheng Xu, Haiwei Xue, Zheng, Xu +15 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- FVQ: A Large-Scale Dataset and an LMM-based Method for Face Video Quality Assessment
2025/04/12 by Sijing Wu, Wu, Sijing, Yunhao Li +11 · 6 citations
Computer Science · #Face recognition and analysis
- Efficient Language Model Architectures for Differentially Private Federated Learning
2024/03/12 by Jae Hun Ro, Ro, Jae Hun, Srinadh Bhojanapalli +7 · 1 citation
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security
- Efficient Degradation-agnostic Image Restoration via Channel-Wise Functional Decomposition and Manifold Regularization
2025/05/24 by Bin Ren, Ren, Bin, Yawei Li +14 · 1 citation
Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Enhancement Techniques #Image and Signal Denoising Methods
- Key Safety Design Overview in AI-driven Autonomous Vehicles
2024/12/12 by Vikas Vyas, Vyas, Vikas, Zheng Xu +1 · 1 citation
Engineering · #Artificial Intelligence (cs.AI) #Autonomous Vehicle Technology and Safety #FOS: Computer and information sciences #Software Engineering (cs.SE)
- Adversarial Robustness for Unified Multi-Modal Encoders via Efficient Calibration
2025/05/17 by Liao, Chih-Ting, Zhangquan Chen, Chunlei Meng +8 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Generative Adversarial Networks and Image Synthesis #Advanced Neural Network Applications
- Preparation of organic N-fused perylenediimide-MXene hybrid material for robust versatile memristive device
2024/12/09 by Zheng Xu, Shijie Chen, Yelong Pan +11 · 1 voice · 1 citation
Engineering · Materials Science · Energy · #Advanced Memory and Neural Computing #MXene and MAX Phase Materials #Advanced Photocatalysis Techniques