The codes and data for "A Graph Convolutional Neural Network-based Method for Predicting Computational Intensity of Geocomputation" حسب FirstName LastName (20554465)

"…</p><p dir="ltr"><i>cd 1point2dem/CIPrediction</i></p><p dir="ltr"><i>python -u point_prediction.py --model [GCN|ChebNet|GATNet]</i></p><h3>step 4: Parallel computation</h3><p dir="ltr">This step uses the trained models to optimize parallel computation. …"

The codes and data for "A Graph Convolutional Neural Network-based Method for Predicting Computational Intensity of Geocomputation" حسب FirstName LastName (20554465)

"…</p><p dir="ltr"><i>cd 1point2dem/CIPrediction</i></p><p dir="ltr"><i>python -u point_prediction.py --model [GCN|ChebNet|GATNet]</i></p><h3>step 4: Parallel computation</h3><p dir="ltr">This step uses the trained models to optimize parallel computation. …"

Code for the HIVE Appendicitis prediction modelRepository with LLM_data_extractor_optuna for automated feature extraction حسب Anoeska Schipper (18513465)

"…</p><p dir="ltr"><b>LLM Data Extractor optuna repo</b> is a Python framework for generating and evaluating clinical text predictions using large language models (LLMs) like <code>qwen2.5</code>. …"

Probabilistic-QSR-GeoQA حسب Mohammad Kazemi (19442467)

"…Also we have written Python API for Probcog (ProbCog-API.py) and SparQ reasoners (SparQ-API.py).…"

Trustworthy and Ethical AI for Intrusion Detection in Healthcare IoT (IoMT) Systems: An Agentic Decision Loop Framework حسب ibrahim adabara (22107287)

"…</p></blockquote><h2> How to Reproduce Results</h2><p dir="ltr">Run the full pipeline (training + evaluation):</p><pre><pre>python src/train_agent.py --config configs/agentic_ids.yaml<br></pre></pre><p dir="ltr">This script:</p><ul><li>Trains the supervised flow-based detector on CIC-IoMT 2024</li><li>Fine-tunes the DQN triage agent</li><li>Evaluates under domain-shift using CSE-CIC-IDS2018</li><li>Computes Ethical Compliance Rate (ECR), False Escalation Rate (FER), and CAS metrics</li></ul><h2> Key Metrics</h2><table><tr><th><p dir="ltr">Metric</p></th><th><p dir="ltr">Description</p></th></tr><tr><td><b>Accuracy</b></td><td><p dir="ltr">Correct classification rate across all flows</p></td></tr><tr><td><b>F1-Score (Weighted)</b></td><td><p dir="ltr">Balanced measure of precision and recall</p></td></tr><tr><td><b>Ethical Compliance Rate (ECR)</b></td><td><p dir="ltr">Percentage of actions consistent with governance rules</p></td></tr><tr><td><b>False Escalation Rate (FER)</b></td><td><p dir="ltr">Proportion of overreactions (false alarms)</p></td></tr><tr><td><b>Contextual Adaptation Score (CAS)</b></td><td><p dir="ltr">Robustness under domain-shift</p></td></tr></table><h2> Citation</h2><p dir="ltr">If you use this repository, please cite:</p><pre><pre>Adabara, I. …"

Time-cumulative measure of TMS-evoked activity propagation. حسب Jinming Xiao (12517096)

"…All elements in this figure were created by the authors using hand-drawing and open-source Python software.…"

FORCE11: FROGS: Facilitating Reproducible Open (Geo)Science حسب Deborah Khider (4673140)

Folder with all data and algorithms حسب Jorge Servert Lerdo de Tejada (22290001)

"…Despite its promise, clinical translation remains constrained by competing demands for signal strength and patient safety under laser illumination. In this study, we present an open-source, Python-based computational framework that unifies photon transport modeling, probe geometry optimization, and photothermal safety assessment into a single workflow. …"

Voxel Dataset حسب David Towers (12857447)

"…<p>The Voxel dataset is a constructed dataset of 3D shapes designed to present a unique problem for ML and NAS tools. Instead of a photo of a 3D object, we exploit ML's ability to work across N number of 'colour' channels and use this dimension as a third dimension for images.…"

<b>Diminished signal-to-noise ratio disrupts somatosensory population encoding and drives tactile hyposensitivity in the </b><b><i>Fmr1</i></b>^{<strong>-/y</strong>}<b> au... حسب Ourania Semelidou (19178362)

"…Mice meeting criteria were tested on novel vibrotactile amplitudes (2–12 µm, 10 Hz, 500 ms, 6 stimuli per session) with a 90% Go:10% No-Go ratio, presented pseudorandomly.</p><p dir="ltr">Two-photon calcium imaging</p><p dir="ltr">Calcium measurements were performed using a Femtonics FEMTOSmart microscope coupled with a widely tunable, femtosecond Ti:Sapphire Laser (Chameleon Ultra, Coherent) pumped by a solid-state laser (Verdi 18W, Coherent). …"

Data supporting "Exploring flicker light mechanisms" حسب James Thurbon (14701666)

"…This MEG data is preprocessed as outlined in the paper. Python scripts used to analyse the data for the paper are provided.…"

Phylogenomics of aquatic bacteria حسب Krzysztof Jurdzinski (12519700)

"…</p> <p> </p> <p>iterate_rarefying.R - R script used to indentify the differentially present genes.…"

Neural-Signal Tokenization and Real-Time Contextual Foundation Modelling for Sovereign-Scale AGI Systems حسب Lakshit Mathur (20894549)

Data Sheet 1_Establishing a real-time biomarker-to-LLM interface: a modular pipeline for HRV signal acquisition, processing, and physiological state interpretation via generative A... حسب Morris Gellisch (18627744)

"…</p>Methods<p>Using a validated heart rate variability sensor, we decoded Bluetooth-transmitted R-R intervals via a custom Python script and derived core heart rate variability metrics (HR, RMSSD, SDNN, LF/HF ratio, pNN50) in real time. …"

Pteredactyl: Patient Clinical Free-Text Redaction Software حسب Matt Stammers (14037525)

"…</p><p dir="ltr">This is why we created <a href="https://pypi.org/project/pteredactyl/" rel="noopener noreferrer" target="_blank">Pteredactyl</a> - a python module to help with redaction of clinical free text.…"

Automated Discovery of Semantic Attacks in Multi-Robot Navigation Systems - Research Artifacts حسب Doguhan Yeke (21498410)

"…</li></ul><h4><b>Attacks on GLAS:</b></h4><p><br></p><ul><li>Raven models the GLAS algorithm as a Python module to be used by the falsification framework.…"

Vector-to-Image Converted Building Footprints or Building Change Detection حسب anonymous (20480480)

"…<p dir="ltr">We present a challenging change detection problem in vector building footprints, which is critical when detected changes are used to update existing vector databases. …"

Shadowed Realities: An Investigation of UI Attacks in WebXR - Research Artifacts حسب Chandrika Mukherjee (20576567)

"…These are implemented using Python. The entry point to the scripts is main_analysis.py. …"

Investigating the advantages and disadvantages of available open-source frameworks for prototyping data-based applications حسب eRNZ Admin (6438486)

Wolframin Degradome Foundation Atlas حسب Axel Petzold (7076261)

"…Due to the expanded data volume and detailed annotation, the file is compressed for efficiency. To extract, use the following command in a bash terminal:</p><pre><pre>tar -xvJf Wolframin_Degradome_Foundation_Atlas_v3.tar.gz<br></pre></pre><p dir="ltr"><b>Codes</b><br>Dataset generation is fully reproducible using three open-source tools: <b>Python, BLAST, and SAS</b>. …"