Federated Learning

Scalable Federated One-Step Multi-View Clustering with Tensorized Regularization AAAI 2025 Secure On-Device Video OOD Detection Without Backpropagation ICCV 2025 Selective Aggregation for Low-Rank Adaptation in Federated Learning ICLR 2025 Selective Inference with Distributed Data JMLR 2025 Sharp Bounds for Sequential Federated Learning on Heterogeneous Data JMLR 2025 Sibai: A Few-Shot Meta-Classifier for Poisoning Detection in Federated Learning ICCV 2025 Sim911: Towards Effective and Equitable 9-1-1 Dispatcher Training with an LLM-Enabled Simulation AAAI 2025 Simple Yet Effective: Extracting Private Data Across Clients in Federated Fine-Tuning of Large Language Models IJCNLP 2025 Single-Loop Federated Actor-Critic across Heterogeneous Environments AAAI 2025 Some Targets Are Harder to Identify than Others: Quantifying the Target-dependent Membership Leakage AISTATS 2025 SparsyFed: Sparse Adaptive Federated Learning ICLR 2025 Split Adaptation for Pre-trained Vision Transformers CVPR 2025 Subgraph Federated Learning for Local Generalization ICLR 2025 Subspace Constraint and Contribution Estimation for Heterogeneous Federated Learning CVPR 2025 Tackling Intertwined Data and Device Heterogeneities in Federated Learning with Unlimited Staleness AAAI 2025 Task-Aware Prompt Gradient Projection for Parameter-Efficient Tuning Federated Class-Incremental Learning ICCV 2025 Tensor-aggregated LoRA in Federated Fine-tuning ICCV 2025 The Blessing of Heterogeneity in Federated Q-Learning: Linear Speedup and Beyond JMLR 2025 Towards Faster Decentralized Stochastic Optimization with Communication Compression ICLR 2025 Towards Federated Low-Rank Adaptation of Language Models with Rank Heterogeneity NAACL 2025 Towards Federated RLHF with Aggregated Client Preference for LLMs ICLR 2025 Towards Robust and Efficient Federated Low-Rank Adaptation with Heterogeneous Clients ACL 2025 Towards Scalable Exact Machine Unlearning Using Parameter-Efficient Fine-Tuning ICLR 2025 TRAIL: Trust-Aware Client Scheduling for Semi-Decentralized Federated Learning AAAI 2025 TTA-FedDG: Leveraging Test-Time Adaptation to Address Federated Domain Generalization AAAI 2025