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Joint Continual Learning of Local Language Models and Cloud Offloading Decisions with Budget Constraints

Bridging On-Device and Cloud LLMs for Collaborative Reasoning: A Unified Methodology for Local Routing and Post-Training

TAP: Two-Stage Adaptive Personalization of Multi-task and Multi-Modal Foundation Models in Federated Learning

Federated Sketching LoRA: On-Device Collaborative Fine-Tuning of Large Language Models