#reliability-testing News & Analysis

3 articles tagged with #reliability-testing. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

3 articles

AINeutralarXiv – CS AI · Jun 97/10

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SENTRY: Statistical Reliability Analysis of Vision Transformers Under Soft Errors

Researchers present SENTRY, a statistical fault injection framework that efficiently evaluates Vision Transformers' reliability against soft errors in safety-critical applications. The method achieves formal reliability guarantees using finite-population sampling theory, reducing experimental costs by up to 10,700x while identifying critical vulnerabilities in normalization layers and IEEE-754 exponent bits.

AINeutralarXiv – CS AI · Jun 55/10

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Fault tolerance estimation in digital circuits with visualised generative networks

Researchers propose a novel computational method using Generative Adversarial Networks (GANs) to estimate fault tolerance in digital circuits. The approach compares ideal digital outputs against realistic signals to identify and quantify how various failure modes—such as missing or malfunctioning logical gates—affect circuit robustness.

AINeutralarXiv – CS AI · Mar 36/104

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From Conversation to Query Execution: Benchmarking User and Tool Interactions for EHR Database Agents

Researchers introduced EHR-ChatQA, a new benchmark for testing AI agents that interact with Electronic Health Record databases through natural language queries. The benchmark reveals significant reliability gaps in current state-of-the-art LLMs, with success rates dropping substantially when consistency across multiple trials is required.