Learning Paradigms

Near-Optimal Regret Bounds for Federated Multi-armed Bandits with Fully Distributed Communication UAI 2025 Neural Architecture Search Driven by Locally Guided Diffusion for Personalized Federated Learning ICCV 2025 One-shot Federated Learning Methods: A Practical Guide IJCAI 2025 Optimizing Cross-Client Domain Coverage for Federated Instruction Tuning of Large Language Models EMNLP 2025 Overcoming Heterogeneous Data in Federated Medical Vision-Language Pre-training: A Triple-Embedding Model Selector Approach AAAI 2025 PA3Fed: Period-Aware Adaptive Aggregation for Improved Federated Learning AAAI 2025 PABBO: Preferential Amortized Black-Box Optimization ICLR 2025 Paid with Models: Optimal Contract Design for Collaborative Machine Learning AAAI 2025 ParZC: Parametric Zero-Cost Proxies for Efficient NAS AAAI 2025 Patient-Level Anatomy Meets Scanning-Level Physics: Personalized Federated Low-Dose CT Denoising Empowered by Large Language Model CVPR 2025 Personalized Dynamic Music Emotion Recognition with Dual-Scale Attention-Based Meta-Learning AAAI 2025 Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach AAAI 2025 Personalized Label Inference Attack in Federated Transfer Learning via Contrastive Meta Learning AAAI 2025 Personalized Mixture of Experts for Multi-Site Medical Image Segmentation WACV 2025 PFedCS: A Personalized Federated Learning Method for Enhancing Collaboration among Similar Classifiers AAAI 2025 pFedES: Generalized Proxy Feature Extractor Sharing for Model Heterogeneous Personalized Federated Learning AAAI 2025 pFedGPA: Diffusion-based Generative Parameter Aggregation for Personalized Federated Learning AAAI 2025 pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models EMNLP 2025 pFedRAG: A Personalized Federated Retrieval-Augmented Generation System with Depth-Adaptive Tiered Embedding Tuning EMNLP 2025 PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark JMLR 2025 Pico: A Modular Framework for Hypothesis-Driven Small Language Model Research EMNLP 2025 Pilot: Building the Federated Multimodal Instruction Tuning Framework AAAI 2025 Population Normalization for Federated Learning CVPR 2025 Positive Experience Reflection for Agents in Interactive Text Environments ACL 2025 PPC-GPT: Federated Task-Specific Compression of Large Language Models via Pruning and Chain-of-Thought Distillation EMNLP 2025