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federated learning (5) conflict mitigation (1) device-to-device communication (1) class collapse (1) client distribution (1) online tuning-while-training (1) semi-decentralized learning (1) population-based evolutionary algorithm (1) client local optimization (1) layer-wise aggregation (1)

Papers

A Unified Convergence Analysis for Semi-Decentralized Learning: Sampled-to-Sampled vs. Sampled-to-All Communication AAAI 2026 ConFREE: Conflict-free Client Update Aggregation for Personalized Federated Learning AAAI 2025 FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning CVPR 2025 FedPop: Federated Population-based Hyperparameter Tuning AAAI 2025 Principled Federated Domain Adaptation: Gradient Projection and Auto-Weighting ICLR 2024 Federated Learning with Only Positive Labels ICML 2020