AI Networking Cookbook: Practical recipes for AI-assisted network automation and development
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3,258 papers
PatchRisk is constructed, a leakage-aware benchmark from Open Source Vulnerability advisories and deps.dev dependency graphs for npm and PyPI that improves AUPRC over the strongest TimeOnly baseline and remains stable across smaller scales and package-group shuffle robustness tests.
Human evaluation provides a direct measure of the quality of LLM-generated web applications. However, fitting human judgments through automated evaluation remains challenging. Static benchmarks can credit functionality that exists in source code but is unreachable at runtime. Interactive benchmarks exercise the applica...
Recent investigations of the July 2026 OpenAI--Hugging Face incident motivate two questions about agent behavior under task failure: when an assigned task becomes impossible, does an agent stop or escalate, and can observing another agent's behavior change that decision? We study these questions using seven ImpossibleB...
Recently, interdigitated electrodes (IDEs) have been applied in various industries because they are easy to fabricate and low-cost. However, the optimal electrode geometry for maximizing sensitivity remains unclear, as conflicting reports exist on the effects of finger width, spacing, and thickness under varying operat...
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This workflow delivers a 3D asset foundation that establishes the necessary technical basis for subsequent software implementation and clinical evaluation and delivers a 3D asset foundation that establishes the necessary technical basis for subsequent software implementation and clinical evaluation.
Fossa depth was not a predictor of alveolar crest height, nor did it replace MC position evaluation, and these findings do not support standardized planning or SF depth alone as a clinical predictor.
A novel fuzzy model is presented that accounts for the penetration and exploitation of uncertainty related to the effort required to implement each requirement, a Consonant Family of Plans, which allows for the determination of confidence measures regarding the release in which each requirement will be implemented.
SecureFusion‐X provides a computationally efficient and robustness‐oriented framework for vulnerability exploitability prioritization under controlled and temporally shifted evaluation settings.
Software reliability is an important part of reliability assurance for complex engineering systems, and timely fault diagnosis supports safe and continuous operation. After a test failure, statement-level fault localization ranks source-code lines for early inspection. Representation-based approaches can operate withou...
This study examined the relationship between influencer marketing strategies and consumer perceived quality of electronics products in Rivers State, Nigeria. Specifically, the study assessed how audience targeting, content authenticity, and influencer professionalism influence consumer perceived quality of electroni...
Evidence is provided that such an approach to runway surveillance can be effective and the proposed cost-effective surveillance methodology can provide numerous benefits to airport safety and operations.
No statistically detectable effect of dental chair backrest inclination between 90 and 180 degrees on the recorded mandibular position at MIP was observed for either recording method in healthy, fully dentate individuals; virtual and conventional records met the exploratory post hoc equivalence criterion in most rotati...
Evaluating Microsoft Copilot at enterprise scale requires test data that captures the full complexity of real organizations, yet real enterprise data contains sensitive information that cannot be used for evaluation under any circumstances. The post From synthetic enterprise data evaluations to real Microsoft Copilot AI confidence appeared first on Microsoft Research.
Host Sowbhagya Suresh shares some of the latest news and cutting-edge research from across Microsoft—from understanding the challenges facing coding agents to uncovering how people use AI at work and improving extended-range weather forecasting. The post Microsoft Research Focus – Edition #97 appeared first on Microsoft Research.
A Blog post by IBM Granite on Hugging Face
“X-Hinges” helps design and 3D print items like lamps and gloves with an interactive twist: automatically embedded sensors that perceive and adaptively respond to human contact.
We’re giving developers, enterprises, scientists, and consumers access to Gemini 4 Argon, our latest frontier model.
StudentSim is a research system for evaluating and improving AI tutoring tools before they are tested with learners. It models how individuals may engage with tutors, giving feedback to improve tutor performance across subjects like chess, writing, and mathematics. The post Simulating student learning for better AI tutoring appeared first on Microsoft Research.
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