Federated Learning

ℓ_p-Regression in the Arbitrary Partition Model of Communication COLT 2023 A3FL: Adversarially Adaptive Backdoor Attacks to Federated Learning NeurIPS 2023 Achieving Linear Speedup in Non-IID Federated Bilevel Learning ICML 2023 Active Membership Inference Attack under Local Differential Privacy in Federated Learning AISTATS 2023 Adaptive Channel Sparsity for Federated Learning Under System Heterogeneity CVPR 2023 Adaptive Test-Time Personalization for Federated Learning NeurIPS 2023 A Data-Free Approach to Mitigate Catastrophic Forgetting in Federated Class Incremental Learning for Vision Tasks NeurIPS 2023 Adversarial Collaborative Learning on Non-IID Features ICML 2023 A Federated Approach for Hate Speech Detection EACL 2023 A Federated Learning Monitoring Tool for Self-Driving Car Simulation (Student Abstract) AAAI 2023 A First Look into the Carbon Footprint of Federated Learning JMLR 2023 A General Theory for Federated Optimization with Asynchronous and Heterogeneous Clients Updates JMLR 2023 Aggregating Capacity in FL through Successive Layer Training for Computationally-Constrained Devices NeurIPS 2023 Almost Cost-Free Communication in Federated Best Arm Identification AAAI 2023 (Amplified) Banded Matrix Factorization: A unified approach to private training NeurIPS 2023 Analysis of Error Feedback in Federated Non-Convex Optimization with Biased Compression: Fast Convergence and Partial Participation ICML 2023 Anchor Sampling for Federated Learning with Partial Client Participation ICML 2023 A Non-parametric View of FedAvg and FedProx:Beyond Stationary Points JMLR 2023 A Statistical Framework for Personalized Federated Learning and Estimation: Theory, Algorithms, and Privacy ICLR 2023 A Survey of Federated Evaluation in Federated Learning IJCAI 2023 A Unified Solution for Privacy and Communication Efficiency in Vertical Federated Learning NeurIPS 2023 BARA: Efficient Incentive Mechanism with Online Reward Budget Allocation in Cross-Silo Federated Learning IJCAI 2023 Bayesian Calibration of Imperfect Computer Models using Physics-Informed Priors JMLR 2023 Bayesian Federated Learning: A Survey IJCAI 2023 Better Generative Replay for Continual Federated Learning ICLR 2023