{"total":16,"rows":[{"id":"2402.02242","title":"Parameter-Efficient Fine-Tuning for Pre-Trained Vision Models: A Survey and Benchmark","created":"2024-02-03","cited_by_count":23,"area":null},{"id":"2406.12844","title":"Synergizing Foundation Models and Federated Learning: A Survey","created":"2024-06-18","cited_by_count":14,"area":null},{"id":"2404.12467","title":"Towards Multi-modal Transformers in Federated Learning","created":"2024-04-18","cited_by_count":12,"area":null},{"id":"2411.19128","title":"Personalized Federated Fine-Tuning for LLMs via Data-Driven Heterogeneous Model Architectures","created":"2024-11-28","cited_by_count":12,"area":null},{"id":"2403.06978","title":"Attention Prompt Tuning: Parameter-efficient Adaptation of Pre-trained Models for Spatiotemporal Modeling","created":"2024-03-11","cited_by_count":4,"area":null},{"id":"2501.11002","title":"pMixFed: Efficient Personalized Federated Learning through Adaptive Layer-Wise Mixup","created":"2025-01-19","cited_by_count":3,"area":null},{"id":"2509.26524","title":"TAP: Two-Stage Adaptive Personalization of Multi-Task and Multi-Modal Foundation Models in Federated Learning","created":"2025-09-30","cited_by_count":2,"area":null},{"id":"2401.08327","title":"Learn What You Need in Personalized Federated Learning","created":"2024-01-16","cited_by_count":1,"area":null},{"id":"2408.08684","title":"Research on Personalized Compression Algorithm for Pre-trained Models Based on Homomorphic Entropy Increase","created":"2024-08-16","cited_by_count":1,"area":null},{"id":"2506.04672","title":"FedAPM: Federated Learning via ADMM with Partial Model Personalization","created":"2025-06-05","cited_by_count":1,"area":null},{"id":"2511.22265","title":"FedRE: A Representation Entanglement Framework for Model-Heterogeneous Federated Learning","created":"2025-11-27","cited_by_count":1,"area":null},{"id":"2603.21660","title":"OmniFM: Toward Modality-Robust and Task-Agnostic Federated Learning for Heterogeneous Medical Imaging","created":"2026-03-23","cited_by_count":1,"area":null},{"id":"2506.00743","title":"Assortment of Attention Heads: Accelerating Federated PEFT with Head Pruning and Strategic Client Selection","created":"2025-05-31","cited_by_count":0,"area":null},{"id":"2508.10840","title":"Generalizable Federated Learning using Client Adaptive Focal Modulation","created":"2025-08-14","cited_by_count":0,"area":null},{"id":"2602.01633","title":"Federated Vision Transformer with Adaptive Focal Loss for Medical Image Classification","created":"2026-02-02","cited_by_count":0,"area":null},{"id":"2603.02785","title":"HiLoRA: Hierarchical Low-Rank Adaptation for Personalized Federated Learning","created":"2026-03-03","cited_by_count":0,"area":null}],"next_cursor":null}