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Author

William Steve Rodriguez Villamizar

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#edge computing Open access Sep 2026

Statistical Rigor in YOLO Model Evaluation: Bootstrap Confidence Intervals and Failure Mode Analysis

The reliance on single-point metric estimates (such as a solitary mAP score) to benchmark object detection models frequently masks underlying sample variances, leading to overconfident deployment decisions. This paper presents an automated post-training validation pipeline for YOLO models designed to enforce statistica...

William Steve Rodriguez Villamizar · 0 citations
#large language models Open access Sep 2026

Formal Verification of Agentic MLOps Protocols: Model Checking and Liveness Guarantees in Distributed Model Context Protocol Workflows

Integrating Large Language Models (LLMs) into distributed scientific workflows has established autonomous agentic tool orchestration across high-performance computing clusters. However, delegating multi-step execution graphs to generative models over unconstrained protocols exposes GPU clusters to circular wait deadloc...

William Steve Rodriguez Villamizar · 0 citations

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