Federated Learning

Beyond ADMM: A Unified Client-Variance-Reduced Adaptive Federated Learning Framework AAAI 2023 Beyond Exponential Graph: Communication-Efficient Topologies for Decentralized Learning via Finite-time Convergence NeurIPS 2023 Bias Propagation in Federated Learning ICLR 2023 Bold but Cautious: Unlocking the Potential of Personalized Federated Learning through Cautiously Aggressive Collaboration ICCV 2023 Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack CVPR 2023 Breaking the Communication-Privacy-Accuracy Tradeoff with f-Differential Privacy NeurIPS 2023 Buffered Asynchronous SGD for Byzantine Learning JMLR 2023 Bullying10K: A Large-Scale Neuromorphic Dataset towards Privacy-Preserving Bullying Recognition NeurIPS 2023 Byzantine-Robust Federated Learning with Optimal Statistical Rates AISTATS 2023 Byzantine-Robust Learning on Heterogeneous Data via Gradient Splitting ICML 2023 Byzantine-Tolerant Methods for Distributed Variational Inequalities NeurIPS 2023 CANIFE: Crafting Canaries for Empirical Privacy Measurement in Federated Learning ICLR 2023 CaPriDe Learning: Confidential and Private Decentralized Learning Based on Encryption-Friendly Distillation Loss CVPR 2023 CDMA: A Practical Cross-Device Federated Learning Algorithm for General Minimax Problems AAAI 2023 Characterizing Internal Evasion Attacks in Federated Learning AISTATS 2023 Class Balanced Adaptive Pseudo Labeling for Federated Semi-Supervised Learning CVPR 2023 Client-Customized Adaptation for Parameter-Efficient Federated Learning ACL 2023 Clustered Federated Learning for Heterogeneous Data (Student Abstract) AAAI 2023 Cocktail Party Attack: Breaking Aggregation-Based Privacy in Federated Learning Using Independent Component Analysis ICML 2023 CocktailSGD: Fine-tuning Foundation Models over 500Mbps Networks ICML 2023 ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning ACL 2023 Collaboratively Learning Linear Models with Structured Missing Data NeurIPS 2023 Collaborative Multi-Agent Heterogeneous Multi-Armed Bandits ICML 2023 Communication-Efficient Collaborative Best Arm Identification AAAI 2023 Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation ICML 2023