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On-the-Fly Adaptation to Quantization: Configuration-Aware LoRA for Efficient Fine-Tuning of Quantized LLMs
Arxiv
0+阅读 · 6月22日
Techniques for Peak Memory Reduction for LoRA Fine-tuning of LLMs on Edge Devices
Arxiv
0+阅读 · 6月17日
EdgeZSAD: Practical Zero-Shot Anomaly Detection on Edge Devices
Arxiv
0+阅读 · 6月15日
M$^2$FedAQI: Multimodal Federated Learning for Air Quality Prediction on Heterogeneous Edge Devices
Arxiv
0+阅读 · 5月10日
Joint Optimization of Training and Inference in Federated Edge Learning via Constrained Multi-Objective Deep Reinforcement Learning
Arxiv
0+阅读 · 5月25日
TinyBayes: Closed-Form Bayesian Inference via Jacobi Prior for Real-Time Image Classification on Edge Devices
Arxiv
0+阅读 · 5月7日
Verifiable and Confidential DNN Inference on Low-End Edge Devices
Arxiv
0+阅读 · 6月5日
Fast Transformer Inference on ARM-Based HMPSoCs
Arxiv
0+阅读 · 6月1日
A Comprehensive Evaluation of Deep Learning Object Detection Models on Heterogeneous Edge Devices
Arxiv
0+阅读 · 5月5日
REPOSE: Quantifying the Price of Security in Weakly-Hard Real-Time Cyber-Physical Systems
Arxiv
0+阅读 · 6月12日
AgenTEE: Confidential LLM Agent Execution on Edge Devices
Arxiv
0+阅读 · 5月6日
Accelerating Local LLMs on Resource-Constrained Edge Devices via Distributed Prompt Caching
Arxiv
0+阅读 · 4月10日
Will LLMs Scaling Hit the Wall? Breaking Barriers via Distributed Resources on Massive Edge Devices
Arxiv
0+阅读 · 4月9日
Deep Learning-Based Anomaly Detection in Spacecraft Telemetry on Edge Devices
Arxiv
0+阅读 · 3月31日
AgenTEE: Confidential LLM Agent Execution on Edge Devices
Arxiv
0+阅读 · 4月20日
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