Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available 5 A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
Code Code Available 5 An Empirical Study of Personalized Federated Learning Jun 27, 2022 BIG-bench Machine Learning Federated Learning
Code Code Available 5 A New Federated Learning Framework Against Gradient Inversion Attacks Dec 10, 2024 Federated Learning Privacy Preserving
Code Code Available 5 APPFLx: Providing Privacy-Preserving Cross-Silo Federated Learning as a Service Aug 17, 2023 Federated Learning Privacy Preserving
Code Code Available 5 APPFL: Open-Source Software Framework for Privacy-Preserving Federated Learning Feb 8, 2022 Federated Learning Privacy Preserving
Code Code Available 5 A Practical Recipe for Federated Learning Under Statistical Heterogeneity Experimental Design Jul 28, 2023 Experimental Design Federated Learning
Code Code Available 5 DENSE: Data-Free One-Shot Federated Learning Dec 23, 2021 Federated Learning
Code Code Available 5 CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available 5 Comprehensive Privacy Analysis of Deep Learning: Passive and Active White-box Inference Attacks against Centralized and Federated Learning Dec 3, 2018 Deep Learning Federated Learning
Code Code Available 5 An Efficient Approach for Cross-Silo Federated Learning to Rank Jun 21, 2021 Federated Learning Learning-To-Rank
Code Code Available 5 Attribute Inference Attack of Speech Emotion Recognition in Federated Learning Settings Dec 26, 2021 Attribute Emotion Recognition
Code Code Available 5 A Survey for Federated Learning Evaluations: Goals and Measures Aug 23, 2023 Federated Learning Privacy Preserving
Code Code Available 5 CRFL: Certifiably Robust Federated Learning against Backdoor Attacks Jun 15, 2021 Federated Learning
Code Code Available 5 Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data Aug 7, 2023 Contrastive Learning Federated Learning
Code Code Available 5 DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder Federated Learning
Code Code Available 5 Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available 5 A Survey on Vulnerability of Federated Learning: A Learning Algorithm Perspective Nov 27, 2023 Federated Learning Privacy Preserving
Code Code Available 5 Async-HFL: Efficient and Robust Asynchronous Federated Learning in Hierarchical IoT Networks Jan 17, 2023 Federated Learning
Code Code Available 5 Asynchronous Federated Continual Learning Apr 7, 2023 Continual Learning Federated Learning
Code Code Available 5 Data Valuation and Detections in Federated Learning Nov 9, 2023 Data Valuation Federated Learning
Code Code Available 5 Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
Code Code Available 5 Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
Code Code Available 5 A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available 5 An Efficient Framework for Clustered Federated Learning Jun 7, 2020 Clustering Federated Learning
Code Code Available 5 Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition Oct 26, 2020 Automatic Speech Recognition Automatic Speech Recognition (ASR)
Code Code Available 5 Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
Code Code Available 5 ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available 5 An Efficient and Reliable Asynchronous Federated Learning Scheme for Smart Public Transportation Aug 15, 2022 Federated Learning
Code Code Available 5 Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available 5 Analyzing Federated Learning through an Adversarial Lens Nov 29, 2018 Federated Learning Model Poisoning
Code Code Available 5 CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness Federated Learning
Code Code Available 5 Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available 5 Client-Level Differential Privacy via Adaptive Intermediary in Federated Medical Imaging Jul 24, 2023 Federated Learning
Code Code Available 5 Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift Oct 24, 2024 Clustering Federated Learning
Code Code Available 5 Clients Collaborate: Flexible Differentially Private Federated Learning with Guaranteed Improvement of Utility-Privacy Trade-off Feb 10, 2024 Federated Learning
Code Code Available 5 Enhancing Efficiency in Multidevice Federated Learning through Data Selection Nov 8, 2022 Federated Learning
Code Code Available 5 A Hybrid Self-Supervised Learning Framework for Vertical Federated Learning Aug 18, 2022 Federated Learning Inference Attack
Code Code Available 5 Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available 5 CLIP-guided Federated Learning on Heterogeneous and Long-Tailed Data Dec 14, 2023 Contrastive Learning Federated Learning
Code Code Available 5 Catastrophic Data Leakage in Vertical Federated Learning Dec 1, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 Agnostic Federated Learning Feb 1, 2019 Cloud Computing Domain Adaptation
Code Code Available 5 CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available 5 CaPC Learning: Confidential and Private Collaborative Learning Feb 9, 2021 Fairness Federated Learning
Code Code Available 5 CAR-MFL: Cross-Modal Augmentation by Retrieval for Multimodal Federated Learning with Missing Modalities Jul 11, 2024 Data Augmentation Federated Learning
Code Code Available 5 CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
Code Code Available 5 Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning May 12, 2021 Clustering Federated Learning
Code Code Available 5 Communication-Efficient Adaptive Federated Learning May 5, 2022 Federated Learning Quantization
Code Code Available 5 CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available 5 A Framework for Energy and Carbon Footprint Analysis of Distributed and Federated Edge Learning Mar 18, 2021 Federated Learning
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