DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder Federated Learning
Code Code Available Bias Propagation in Federated Learning Sep 5, 2023 Fairness Federated Learning
Code Code Available Benchmarking Differential Privacy and Federated Learning for BERT Models Jun 26, 2021 Benchmarking Federated Learning
Code Code Available Benchmarking Algorithms for Federated Domain Generalization Jul 11, 2023 Benchmarking Diversity
Code Code Available Improving Semi-supervised Federated Learning by Reducing the Gradient Diversity of Models Aug 26, 2020 Diversity Federated Learning
Code Code Available Bkd-FedGNN: A Benchmark for Classification Backdoor Attacks on Federated Graph Neural Network Jun 17, 2023 Backdoor Attack Federated Learning
Code Code Available ARFED: Attack-Resistant Federated averaging based on outlier elimination Nov 8, 2021 Data Poisoning Federated Learning
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack Federated Learning
Code Code Available Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing May 29, 2024 Edge-computing Federated Learning
Code Code Available Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization Federated Learning
Code Code Available CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning Oct 6, 2022 Federated Learning
Code Code Available Can Textual Gradient Work in Federated Learning? Feb 27, 2025 Federated Learning
Code Code Available CEFHRI: A Communication Efficient Federated Learning Framework for Recognizing Industrial Human-Robot Interaction Aug 29, 2023 Federated Learning image-classification
Code Code Available CENSOR: Defense Against Gradient Inversion via Orthogonal Subspace Bayesian Sampling Jan 27, 2025 Federated Learning
Code Code Available Chameleon: Adapting to Peer Images for Planting Durable Backdoors in Federated Learning Apr 25, 2023 Contrastive Learning Federated Learning
Code Code Available Classifier Clustering and Feature Alignment for Federated Learning under Distributed Concept Drift Oct 24, 2024 Clustering Federated Learning
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Clustered Sampling: Low-Variance and Improved Representativity for Clients Selection in Federated Learning May 12, 2021 Clustering Federated Learning
Code Code Available CoCoFL: Communication- and Computation-Aware Federated Learning via Partial NN Freezing and Quantization Mar 10, 2022 Fairness Federated Learning
Code Code Available CoDeC: Communication-Efficient Decentralized Continual Learning Mar 27, 2023 Continual Learning Federated Learning
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
Code Code Available Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning Oct 15, 2021 Federated Learning
Code Code Available Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available Communication-Efficient Diffusion Strategy for Performance Improvement of Federated Learning with Non-IID Data Jul 15, 2022 Federated Learning Model Compression
Code Code Available Adaptive Test-Time Personalization for Federated Learning Oct 28, 2023 Federated Learning Personalized Federated Learning
Code Code Available Communication Efficient Federated Learning for Multilingual Neural Machine Translation with Adapter May 21, 2023 Clustering Federated Learning
Code Code Available ACCO: Accumulate While You Communicate for Communication-Overlapped Sharded LLM Training Jun 3, 2024 Distributed Optimization Federated Learning
Code Code Available Communication-Efficient Federated Learning Based on Explanation-Guided Pruning for Remote Sensing Image Classification Jan 20, 2025 Federated Learning image-classification
Code Code Available Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available Adaptive Federated Optimization Feb 29, 2020 Federated Learning
Code Code Available Communication-Efficient Heterogeneous Federated Learning with Generalized Heavy-Ball Momentum Nov 30, 2023 Federated Learning
Code Code Available Communication-Efficient Learning of Deep Networks from Decentralized Data Feb 17, 2016 Federated Learning Speech Recognition
Code Code Available FedAdapter: Efficient Federated Learning for Modern NLP May 20, 2022 Federated Learning
Code Code Available BEAS: Blockchain Enabled Asynchronous & Secure Federated Machine Learning Feb 6, 2022 Anomaly Detection BIG-bench Machine Learning
Code Code Available Continual Local Training for Better Initialization of Federated Models May 26, 2020 Federated Learning
Code Code Available Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available Data-Free Knowledge Distillation for Heterogeneous Federated Learning May 20, 2021 Data-free Knowledge Distillation Federated Learning
Code Code Available TabLeak: Tabular Data Leakage in Federated Learning Oct 4, 2022 Federated Learning Reconstruction Attack
Code Code Available Adaptive Intrusion Detection in the Networking of Large-Scale LANs with Segmented Federated Learning Dec 16, 2020 Federated Learning Intrusion Detection
Code Code Available A Tree-based Model Averaging Approach for Personalized Treatment Effect Estimation from Heterogeneous Data Sources Mar 10, 2021 Federated Learning
Code Code Available ALI-DPFL: Differentially Private Federated Learning with Adaptive Local Iterations Aug 21, 2023 Federated Learning
Code Code Available A Better Alternative to Error Feedback for Communication-Efficient Distributed Learning Jun 19, 2020 Federated Learning Stochastic Optimization
Code Code Available Decentralized Federated Learning: Fundamentals, State of the Art, Frameworks, Trends, and Challenges Nov 15, 2022 Federated Learning
Code Code Available An In-Depth Evaluation of Federated Learning on Biomedical Natural Language Processing Jul 20, 2023 Federated Learning One-Shot Learning
Code Code Available DeceFL: A Principled Decentralized Federated Learning Framework Jul 15, 2021 Federated Learning Privacy Preserving
Code Code Available Attack of the Tails: Yes, You Really Can Backdoor Federated Learning Jul 9, 2020 Fairness Federated Learning
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