TaskEdge is a novel framework that enables efficient fine-tuning of large language models on edge devices by intelligently allocating parameters based on task requirements.

• Addresses the challenge of deploying LLMs on devices with limited computational resources
• Uses task-aware parameter allocation to identify and tune only the most effective parameters
• Significantly reduces computational costs while maintaining performance
• Makes specialized AI capabilities accessible on everyday devices

This innovation bridges the gap between powerful AI models and practical edge computing, enabling smarter IoT devices, improved privacy through on-device processing, and expanded AI accessibility without requiring cloud connectivity.

Task-Aware Parameter-Efficient Fine-Tuning of Large Pre-Trained Models at the Edge