model personalization

HEART-PFL: Stable Personalized Federated Learning under Heterogeneity with Hierarchical Directional Alignment and Adversarial Knowledge Transfer WACV 2026 Instant Personalized Large Language Model Adaptation via Hypernetwork ACL 2026 Personalizing LLMs with Binary Feedback: A Preference-Calibrated Optimization Framework ACL 2026 Preference Heads in Large Language Models: A Mechanistic Framework for Interpretable Personalization ACL 2026 Submodel Extraction for Efficient and Personalized Federated Learning via Optimal Transport CVPR 2026 ComPO: Community Preferences for Language Model Personalization NAACL 2025 FedAGC: Federated Continual Learning with Asymmetric Gradient Correction ICCV 2025 FedCALM: Conflict-aware Layer-wise Mitigation for Selective Aggregation in Deeper Personalized Federated Learning CVPR 2025 ImageGem: In-the-wild Generative Image Interaction Dataset for Generative Model Personalization ICCV 2025 LoRA.rar: Learning to Merge LoRAs via Hypernetworks for Subject-Style Conditioned Image Generation ICCV 2025 LoRAverse: A Submodular Framework to Retrieve Diverse Adapters for Diffusion Models ICCV 2025 Mega-CE$^2$ : A Multimodal Heterogeneous Aggregation Framework for End-Edge-Cloud Computing ACML 2025 Optimizing Personalized Federated Learning Through Adaptive Layer-Wise Learning IJCAI 2025 PaRa: Personalizing Text-to-Image Diffusion via Parameter Rank Reduction ICLR 2025 Personalized Federated Learning under Local Supervision ICCV 2025 Personalized Language Models via Privacy-Preserving Evolutionary Model Merging EMNLP 2025 Personalize Your LLM: Fake it then Align it NAACL 2025 pFedGPT: Hierarchically Optimizing LoRA Aggregation Weights for Personalized Federated GPT Models EMNLP 2025 PFLlib: A Beginner-Friendly and Comprehensive Personalized Federated Learning Library and Benchmark JMLR 2025 PRIME: Large Language Model Personalization with Cognitive Dual-Memory and Personalized Thought Process EMNLP 2025 Privacy in Metalearning and Multitask Learning: Modeling and Separations AISTATS 2025 Authentic Hand Avatar from a Phone Scan via Universal Hand Model CVPR 2024 BAPO: Base-Anchored Preference Optimization for Overcoming Forgetting in Large Language Models Personalization EMNLP 2024 Federated Learning over Connected Modes NeurIPS 2024 Heterogeneous Personalized Federated Learning by Local-Global Updates Mixing via Convergence Rate ICLR 2024