Graphical abstract of HCAP. حسب Mohanad Faeq Ali (21354273)

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Recall analysis. حسب Mohanad Faeq Ali (21354273)

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FPR and FNR analysis based on varying cyber attack types. حسب Mohanad Faeq Ali (21354273)

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Analysis of IoMT data sources. حسب Mohanad Faeq Ali (21354273)

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Prediction accuracy on varying attack types. حسب Mohanad Faeq Ali (21354273)

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<b> </b> Precision analysis. حسب Mohanad Faeq Ali (21354273)

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Convergence rate analysis. حسب Mohanad Faeq Ali (21354273)

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Computational efficiency. حسب Mohanad Faeq Ali (21354273)

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FPR and FNR analysis based on different time steps. حسب Mohanad Faeq Ali (21354273)

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Performance comparison of cyber security techniques in IoMT healthcare devices. حسب Mohanad Faeq Ali (21354273)

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Prediction accuracy analysis over time steps. حسب Mohanad Faeq Ali (21354273)

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Impact of cyberattack types on IoMT devices. حسب Mohanad Faeq Ali (21354273)

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LSTM algorithm for cyber attack prediction in IoMT. حسب Mohanad Faeq Ali (21354273)

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IoMT devices and attack overview in the CICIoMT2024 dataset. حسب Mohanad Faeq Ali (21354273)

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Simple implementation examples of agent AI on free energy calculation and phase-field simulation حسب Toshiyuki Koyama (22828581)

"…</p> <p>Using Gibbs energy calculations and diffusion simulations as examples, we demonstrated the implementation method and usefulness of simple agent AI, where sample python codes are distributed as supplemental materials.…"

Workflow of a typical Epydemix run. حسب Nicolò Gozzi (8837522)

"…<div><p>We present Epydemix, an open-source Python package for the development and calibration of stochastic compartmental epidemic models. …"

PTPC-UHT bounce حسب David Parry (22169299)

"…<br>It contains the full Python implementation of the PTPC bounce model (<code>PTPC_UHT_bounce.py</code>) and representative outputs used to generate the figures in the paper. …"

Supporting data for "Interpreting complex ecological patterns and processes across differentscales using Artificial Intelligence" حسب Yifei Gu (9507104)

"…<p dir="ltr">This thesis bridges the gap between field observations and the empirical understanding of ecological systems by applying AI models at different spatial scales and hierarchical levels to study ecological complexity. …"

Void-Center Galaxies and the Gravity of Probability Framework: Pre-DESI Consistency with VGS 12 and NGC 6789 حسب Jordan Waters (21620558)

"…<br><br><br><b>ORCID ID: https://orcid.org/0009-0009-0793-8089</b><br></p><p dir="ltr"><b>Code Availability:</b></p><p dir="ltr"><b>All Python tools used for GoP simulations and predictions are available at:</b></p><p dir="ltr"><b>https://github.com/Jwaters290/GoP-Probabilistic-Curvature</b><br><br>The Gravity of Probability framework is implemented in this public Python codebase that reproduces all published GoP predictions from preexisting DESI data, using a single fixed set of global parameters. …"

CSMILES: A Compact, Human-Readable SMILES Extension for Conformations حسب James W. Furness (22319738)

"…A two-way conversion from three-dimensional (3D) structure to CSMILES has been implemented, and the article is accompanied by a Python code which effectuates such conversions. …"