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MENDNet: Just-in-time Fault Detection and Mitigation in AI Systems with Uncertainty Quantification and Multi-Exit Networks

IMPACT ANALYSIS OF INFERENCE TIME ATTACK OF PERCEPTION SENSORS ON AUTONOMOUS VEHICLES

RT-LM: Uncertainty-Aware Resource Management for Real-Time Inference of Language Models

DyCL: Dynamic Neural Network Compilation Via Program Rewriting and Graph Optimization

SlothSpeech: Denial-of-service Attack Against Speech Recognition Models

AntiNODE: Evaluating Efficiency Robustness of Neural ODEs

Dynamic Neural Network is All You Need: Understanding the Robustness of Dynamic Mechanisms in Neural Networks

The Dark Side of Dynamic Routing Neural Networks: Towards Efficiency Backdoor Injection

Dynamic Transformers Provide a False Sense of Efficiency

An Empirical Analysis of Compatibility Issues for Industrial Mobile Games