Salman Avestimehr
- FedML: A Research Library and Benchmark for Federated Machine Learning
2020/07/27 by Chaoyang He, He, Chaoyang, Songze Li +34 · 29 citations
Computer Science · #Privacy-Preserving Technologies in Data #Cryptography and Data Security #Blockchain Technology Applications and Security
- A Field Guide to Federated Optimization
2021/07/14 by Jianyu Wang, Zachary Charles, Wang, Jianyu +103 · 15 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
- LightSecAgg: a Lightweight and Versatile Design for Secure Aggregation in Federated Learning
2021/09/29 by Jinhyun So, So, Jinhyun, Chaoyang He +13 · 12 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Lagrange Coded Computing: Optimal Design for Resiliency, Security and Privacy
2018/06/04 by Qian Yu, Yu, Qian, Songze Li +9 · 8 citations
Computer Science · Engineering · #Stochastic Gradient Optimization Techniques #Privacy-Preserving Technologies in Data #Ferroelectric and Negative Capacitance Devices
- FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
2022/10/10 by Jean Ogier du Terrail, Terrail, Jean Ogier du, Samy-Safwan Ayed +45 · 10 citations
Computer Science · Decision Sciences · #Big Data Technologies and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- FedML-HE: An Efficient Homomorphic-Encryption-Based Privacy-Preserving Federated Learning System
2023/03/20 by Jin, Weizhao, Yao, Yuhang, Han, Shanshan +8 · 10 citations
Computer Science · #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- TensorOpera Router: A Multi-Model Router for Efficient LLM Inference
2024/08/22 by Dimitris Stripelis, Stripelis, Dimitris, Zijian Hu +15 · 15 citations
Computer Science · #Natural Language Processing Techniques #Algorithms and Data Compression #Network Packet Processing and Optimization
- SLoRA: Federated Parameter Efficient Fine-Tuning of Language Models
2023/08/12 by Sara Babakniya, Babakniya, Sara, Ahmed Roushdy Elkordy +11 · 9 citations
Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Topic Modeling
- FedNLP: Benchmarking Federated Learning Methods for Natural Language Processing Tasks
2021/04/18 by Bill Lin, Lin, Bill Yuchen, Chaoyang He +17 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- FedMultimodal: A Benchmark For Multimodal Federated Learning
2023/06/15 by Tiantian Feng, Digbalay Bose, Feng, Tiantian +15 · 7 citations
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- FedSecurity: Benchmarking Attacks and Defenses in Federated Learning and Federated LLMs
2023/06/08 by Shanshan Han, Han, Shanshan, Baturalp Buyukates +26 · 6 citations
Computer Science · #Artificial Intelligence (cs.AI) #Cloud Data Security Solutions #Cryptography and Data Security #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data
- Layer-wise Adaptive Model Aggregation for Scalable Federated Learning
2021/10/19 by Sunwoo Lee, Lee, Sunwoo, Tuo Zhang +5 · 4 citations
Computer Science · Engineering · Social Sciences · #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Traffic Prediction and Management Techniques
- SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural Networks
2021/06/04 by Chaoyang He, He, Chaoyang, Emir Ceyani +7 · 3 citations
Computer Science · #Advanced Graph Neural Networks #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
- How Much Privacy Does Federated Learning with Secure Aggregation Guarantee?
2022/08/03 by Ahmed Roushdy Elkordy, Elkordy, Ahmed Roushdy, Jiang Zhang +7 · 3 citations
Computer Science · #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- FedAudio: A Federated Learning Benchmark for Audio Tasks
2022/10/27 by Tuo Zhang, Zhang, Tuo, Tiantian Feng +11 · 3 citations
Computer Science · #Audio and Speech Processing (eess.AS) #Distributed #FOS: Computer and information sciences #FOS: Electrical engineering #Music and Audio Processing #Parallel #Sound (cs.SD) #Speech Recognition and Synthesis #Speech and Audio Processing #and Cluster Computing (cs.DC) #electronic engineering #information engineering
- Renormalization Group flow, Optimal Transport and Diffusion-based Generative Model
2024/02/26 by Artan Sheshmani, Sheshmani, Artan, Yi‐Zhuang You +7 · 4 citations
Physics and Astronomy · #Disordered Systems and Neural Networks (cond-mat.dis-nn) #FOS: Physical sciences #Opinion Dynamics and Social Influence #Theoretical and Computational Physics
- Ethos: Rectifying Language Models in Orthogonal Parameter Space
2024/03/13 by Lei Gao, Gao, Lei, Yue Niu +7 · 4 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
- One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis
2022/07/13 by Onat Dalmaz, Dalmaz, Onat, Muhammad Usama Mirza +13 · 2 citations
Computer Science · Medicine · Neuroscience · #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #electronic engineering #information engineering
- Creating a Lens of Chinese Culture: A Multimodal Dataset for Chinese Pun Rebus Art Understanding
2024/06/14 by Tuo Zhang, Tiantian Feng, Zhang, Tuo +17 · 3 citations
Arts and Humanities · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cultural Heritage Management and Preservation #FOS: Computer and information sciences
- Pipe-SGD: A Decentralized Pipelined SGD Framework for Distributed Deep Net Training
2018/11/08 by Youjie Li, Mingchao Yu, Li, Youjie +9 · 1 citation
Computer Science · #Advanced Neural Network Applications #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Parallel #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
- Bridging the Safety Gap: A Guardrail Pipeline for Trustworthy LLM Inferences
2025/02/12 by Shanshan Han, Salman Avestimehr, Han, Shanshan +3 · 3 citations
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #Digital and Cyber Forensics #FOS: Computer and information sciences #Smart Grid Security and Resilience
- CroMo-Mixup: Augmenting Cross-Model Representations for Continual Self-Supervised Learning
2024/07/16 by Erum Mushtaq, Duygu Nur Yaldiz, Mushtaq, Erum +11 · 2 citations
Computer Science · Engineering · #Advanced Data Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Speech Recognition and Synthesis #Topic Modeling
- SSFL: Tackling Label Deficiency in Federated Learning via Personalized Self-Supervision
2021/10/06 by Chaoyang He, Zhengyu Yang, He, Chaoyang +9 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Privacy-Preserving Technologies in Data #Traffic Prediction and Management Techniques
- Federated Learning of Generative Image Priors for MRI Reconstruction
2022/02/08 by Gokberk Elmas, Elmas, Gokberk, Salman UH Dar +13 · 1 citation
Computer Science · Medicine · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Federated Orthogonal Training: Mitigating Global Catastrophic Forgetting in Continual Federated Learning
2023/09/03 by Yavuz Faruk Bakman, Duygu Nur Yaldiz, Bakman, Yavuz Faruk +5 · 1 citation
Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data
- The Geometry of Self-supervised Learning Models and its Impact on Transfer Learning
2022/09/18 by Romain Cosentino, Cosentino, Romain, Sarath Shekkizhar +7 · 1 citation
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Medical Imaging and Analysis
- GPT-FL: Generative Pre-trained Model-Assisted Federated Learning
2023/06/03 by Tuo Zhang, Tiantian Feng, Zhang, Tuo +11 · 1 citation
Computer Science · #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
- Edge Private Graph Neural Networks with Singular Value Perturbation
2024/03/16 by Tingting Tang, Yue Niu, Tang, Tingting +5 · 1 citation
Computer Science · Engineering · #Advanced Memory and Neural Computing #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Neural Networks and Applications #Social and Information Networks (cs.SI)
- AICircuit: A Multi-Level Dataset and Benchmark for AI-Driven Analog Integrated Circuit Design
2024/07/22 by Asal Mehradfar, Xuzhe Zhao, Mehradfar, Asal +11 · 1 citation
Computer Science · Engineering · #Advancements in Semiconductor Devices and Circuit Design #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #VLSI and Analog Circuit Testing #VLSI and FPGA Design Techniques
- Toward Super Agent System with Hybrid AI Routers
2025/04/11 by Yuhang Yao, Haixin Wang, Yao, Yuhang +13 · 2 citations
Computer Science · #Mobile Agent-Based Network Management #Multi-Agent Systems and Negotiation #Network Security and Intrusion Detection
- Clustering and Median Aggregation Improve Differentially Private Inference
2025/06/05 by Kareem Amin, Salman Avestimehr, Amin, Kareem +10 · 2 citations
Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Privacy-Preserving Technologies in Data #Topic Modeling
- Supervised Learning for Analog and RF Circuit Design: Benchmarks and Comparative Insights
2025/01/21 by Asal Mehradfar, Mehradfar, Asal, Xuzhe Zhao +11 · 1 citation
Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Hardware Architecture (cs.AR) #Machine Learning (cs.LG) #Radio Frequency Integrated Circuit Design #VLSI and Analog Circuit Testing