{"total":14,"rows":[{"id":"2409.15723","title":"Federated Large Language Models: Current Progress and Future Directions","created":"2024-09-24","cited_by_count":27,"area":null},{"id":"2503.05786","title":"FedMentalCare: Towards Privacy-Preserving Fine-Tuned LLMs to Analyze Mental Health Status Using Federated Learning Framework","created":"2025-02-27","cited_by_count":8,"area":null},{"id":"2503.23869","title":"Communication-Efficient and Personalized Federated Foundation Model Fine-Tuning via Tri-Matrix Adaptation","created":"2025-03-31","cited_by_count":2,"area":null},{"id":"2506.00416","title":"Blockchain-Enabled Privacy-Preserving Second-Order Federated Edge Learning in Personalized Healthcare","created":"2025-05-31","cited_by_count":2,"area":null},{"id":"2410.13083","title":"FedCAP: Robust Federated Learning via Customized Aggregation and Personalization","created":"2024-10-16","cited_by_count":1,"area":null},{"id":"2410.18114","title":"Bridging Today and the Future of Humanity: AI Safety in 2024 and Beyond","created":"2024-10-09","cited_by_count":1,"area":null},{"id":"2508.20333","title":"Poison Once, Refuse Forever: Weaponizing Alignment for Injecting Bias in LLMs","created":"2025-08-28","cited_by_count":1,"area":null},{"id":"2511.08207","title":"FedPoP: Federated Learning Meets Proof of Participation","created":"2025-11-11","cited_by_count":1,"area":null},{"id":"2605.07961","title":"Graph Representation Learning Augmented Model Manipulation on Federated Fine-Tuning of LLMs","created":"2026-05-08","cited_by_count":1,"area":null},{"id":"2404.06230","title":"Aggressive or Imperceptible, or Both: Network Pruning Assisted Hybrid Byzantines in Federated Learning","created":"2024-04-09","cited_by_count":0,"area":null},{"id":"2506.11413","title":"Byzantine Outside, Curious Inside: Reconstructing Data Through Malicious Updates","created":"2025-06-13","cited_by_count":0,"area":null},{"id":"2506.20413","title":"Client Clustering Meets Knowledge Sharing: Enhancing Privacy and Robustness in Personalized Peer-to-Peer Learning","created":"2025-06-25","cited_by_count":0,"area":null},{"id":"2508.16261","title":"On the Evolution of Federated Post-Training Large Language Models: A Model Accessibility View","created":"2025-08-22","cited_by_count":0,"area":null},{"id":"2509.12697","title":"Bi-level Personalization for Federated Foundation Models: A Task-vector Aggregation Approach","created":"2025-09-16","cited_by_count":0,"area":null}],"next_cursor":null}