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3,200 papers
Analysis code and numerical results for a study of whether Pauli confinement of a transferring hydrogen can contribute to enzyme catalysis, tested in soybean lipoxygenase. Contains the analysis code (the confined-hydrogen solver, the SAPT exchange-curvature campaigns, the range-weight budget, the transverse proton Hess...
FedGridSim v1.2.0 — Reviewer Revision Release Overview FedGridSim v1.2.0 is the reproducibility release accompanying the revised manuscript: "Federated Learning for Resilient Smart-Grid Monitoring: A Physics-Based Simulation Framework for Distributed Energy Networks." The release consolidates the simulation, federated-...
This article discusses the challenges of testing software systems with increasingly integrated AI and LLM functionalities. LLMs are powerful but unreliable, and labeled ground truth for testing rarely scales. Metamorphic Testing solves this by turning relations among multiple test executions into executable test oracle...
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This chapter surveys the simulation environments and deployment workflows used throughout the book. It begins by examining the role of simulation in the development and evaluation of learning-based control systems. The chapter then compares two primary implementation environments used in the projects presented in the b...
RAVEN is a MATLAB teacher–student framework for fast kernel-free spectroscopic bacterial identification. This release includes: frozen RAVEN v1.0.0 MATLAB software modular source code and generated core documentation and illustrated user manual synthetic five-class software-test example compact representative synthetic...
This record documents a pre-results, pre-freeze public study protocol and reproducibility harness for an empirical study of tool-using large-language-model agents under prompt-injection exposure and externally narrowed authority. The artifact specifies the threat model, authority narrowing and evidence-gated restoratio...
Supporting materials for the manuscript “From test purposes to verdicts: source analysis and a controlled case in MQTT test software.” The four byte-preserved resources contain a source-witness guide; selected historical fields and 15 fixed synthetic logic scenarios; a 17-purpose public MQTT test-source inventory with...
This dataset contains experimental data supporting a study on the effects of hot-air drying temperature and duration on the antioxidant activity and UPLC-HRMS metabolite profile of Rhizophora mucronata herbal matcha-like powder. 1. The drying experiment used a completely randomized 3 × 3 factorial design: - Drying temp...
Hand-drawn and static media are the foundation of traditional animation and multimedia learning methods, which are restricted to students' capacity for cohesive visual storytelling and iterative experimentation. A virtual simulation storyboard system created utilizing the Design Science Research (DSR) technique with th...
Source code of Abyssal Claims, an independently developed, non-commercial web platform that integrates more than fifty publicly funded and open-licensed geospatial datasets onto a single interactive three-dimensional globe, making the environmental and governance context of deep-sea mineral extraction and terrestrial i...
This software and data package supports deterministic recomputation of response parsing and panel admission in a finite multimodal heritage panel, using frozen experimental responses. The package contains 9,600 follow-on raw-response records under aliases M1-M4; a 43,200-row derived evaluation table; the evaluator cont...
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.
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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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