Achieving Dimension-Free Communication in Federated Learning via Zeroth-Order Optimization May 24, 2024 Classification Federated Learning
Code Code Available A Blockchain-based Decentralized Federated Learning Framework with Committee Consensus Apr 2, 2020 Federated Learning
Code Code Available C2A: Client-Customized Adaptation for Parameter-Efficient Federated Learning Nov 1, 2024 Federated Learning parameter-efficient fine-tuning
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 Collaborative Fairness in Federated Learning Aug 27, 2020 Collaborative Fairness Fairness
Code Code Available Combating Exacerbated Heterogeneity for Robust Models in Federated Learning Mar 1, 2023 Federated Learning
Code Code Available Adaptive and Parallel Split Federated Learning in Vehicular Edge Computing May 29, 2024 Edge-computing Federated Learning
Code Code Available Communication Efficient and Provable Federated Unlearning Jan 19, 2024 Federated Learning
Code Code Available Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction Sep 12, 2019 Distributed Optimization Federated Learning
Code Code Available Communication-Efficient Federated Learning with Accelerated Client Gradient Jan 10, 2022 Federated Learning
Code Code Available Communication-Efficient Federated Learning for Wireless Edge Intelligence in IoT Jul 1, 2020 Edge-computing Federated Learning
Code Code Available EDEN: Communication-Efficient and Robust Distributed Mean Estimation for Federated Learning Aug 19, 2021 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 ByzFL: Research Framework for Robust Federated Learning May 30, 2025 Benchmarking Federated Learning
Code Code Available CAFE: Catastrophic Data Leakage in Vertical Federated Learning Oct 26, 2021 Federated Learning Vertical Federated Learning
Code Code Available Continual Local Training for Better Initialization of Federated Models May 26, 2020 Federated Learning
Code Code Available Byzantine-Robust Federated Learning with Optimal Statistical Rates and Privacy Guarantees May 24, 2022 Federated Learning
Code Code Available Cross-Silo Prototypical Calibration for Federated Learning with Non-IID Data Aug 7, 2023 Contrastive Learning Federated Learning
Code Code Available DAGER: Exact Gradient Inversion for Large Language Models May 24, 2024 Decoder 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 DBA: Distributed Backdoor Attacks against Federated Learning May 1, 2020 Backdoor Attack Feature Importance
Code Code Available Decentralized Federated Learning: Balancing Communication and Computing Costs Jul 26, 2021 Federated Learning
Code Code Available Accumulative Poisoning Attacks on Real-time Data Jun 18, 2021 Federated Learning
Code Code Available 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 Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing Jun 16, 2020 Distributed Optimization 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 Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration Sep 20, 2023 Federated Learning Personalized Federated Learning
Code Code Available Masked Jigsaw Puzzle: A Versatile Position Embedding for Vision Transformers May 25, 2022 Federated Learning Position
Code Code Available Acceleration of Federated Learning with Alleviated Forgetting in Local Training Mar 5, 2022 Distributed Optimization Federated Learning
Code Code Available Blockchain-Federated-Learning and Deep Learning Models for COVID-19 detection using CT Imaging Jul 10, 2020 Computed Tomography (CT) Federated Learning
Code Code Available Byzantine-Robust Decentralized Learning via ClippedGossip Feb 3, 2022 Federated Learning
Code Code Available Can Foundation Models Help Us Achieve Perfect Secrecy? May 27, 2022 Federated Learning In-Context Learning
Code Code Available Beyond Traditional Threats: A Persistent Backdoor Attack on Federated Learning Apr 26, 2024 Backdoor Attack 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 Back to the Drawing Board: A Critical Evaluation of Poisoning Attacks on Production Federated Learning Aug 23, 2021 Federated Learning Misconceptions
Code Code Available Bayesian Framework for Gradient Leakage Nov 8, 2021 Federated Learning
Code Code Available Backdoor Attacks on Federated Learning with Lottery Ticket Hypothesis Sep 22, 2021 Backdoor Attack Federated Learning
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 Analysis and Evaluation of Synchronous and Asynchronous FLchain Dec 15, 2021 Federated Learning
Code Code Available CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning Oct 6, 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 Asynchronous Federated Learning for Edge-assisted Vehicular Networks Aug 3, 2022 Federated Learning
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