explainable ai

AntiMatter: Wilson-Line and Cosmology Audit - Efficiency-Dependent Energy Bounds and Reproducibility (v1.23.1)

AntiMatter v1.23.1 is a theoretical research checkpoint and reproducibility release. It preserves the August 17, 2026 v1.23 audit and adds an efficiency-dependent energy calculation. No successful derivation of the observed matter-antimatter asymmetry or completed unified theory is claimed. The inherited audit identifi...

Explainable Artificial Intelligence through Causal Inference and Decision Support

This paper explores the integration of causal inference with explainable artificial intelligence (XAI) to enhance decision support systems. Traditional XAI methods often struggle with providing true explanations for decisions, particularly in complex scenarios where correlation doesn't imply causation. This research pr...

Explainable Artificial Intelligence through Causal Inference and Decision Support

This paper explores the integration of causal inference with explainable artificial intelligence (XAI) to enhance decision support systems. Traditional XAI methods often struggle with providing true explanations for decisions, particularly in complex scenarios where correlation doesn't imply causation. This research pr...

Unravelling Long-Term Mangrove Dynamics and Key Drivers in the Sundarbans, Bangladesh: Integrating Remote Sensing, Machine Learning, and Explainable AI

This repository contains the processed datasets generated for the study entitled "Unravelling Long-Term Mangrove Dynamics and Key Drivers in the Sundarbans, Bangladesh: Integrating Remote Sensing, Machine Learning, and Explainable AI". The datasets were produced using Landsat satellite imagery and machine learning tech...

From Crush Triage to Kidney Rescue: Artificial Intelligence for Early Renal Risk Stratification in Crush Injury, Rhabdomyolysis and Major Trauma A Scoping Review and Evidence-Informed Framework Development Study

CRUSH-AKI-AI (From Crush Triage to Kidney Rescue: Artificial Intelligence for Early Renal Risk Stratification in Crush Injury, Rhabdomyolysis and Major Trauma) is a two-phase methodological study combining a scoping review with evidence-informed conceptual framework development. The project aims to systematically map t...

Fibonacci Sixth Powers in a Signed Square-Block Sum

At first glance, A392243 comes from a simple rule: add the positive integers in order, changing the sign whenever the running index crosses into a new square-number block. This creates a sequence with a surprisingly rich internal structure. The question at the center of this paper is equally simple: when can one of the...

A Transformed-Fragment-Size Confound in Explainable-AI Faithfulness at Activity Cliffs

Unravelling Long-Term Mangrove Dynamics and Key Drivers in the Sundarbans, Bangladesh: Integrating Remote Sensing, Machine Learning, and Explainable AI

This repository contains the processed datasets generated for the study entitled "Unravelling Long-Term Mangrove Dynamics and Key Drivers in the Sundarbans, Bangladesh: Integrating Remote Sensing, Machine Learning, and Explainable AI". The datasets were produced using Landsat satellite imagery and machine learning tech...

Helical Holographic Quantum Mechanics (H3QM): A Unified Theory of Geometric Physics

Modern physics relies on a fragmented Standard Model, inventing disparate particles and fields to explain isolated phenomena. Harmonious 3D Quantum Manifold (H3QM) introduces a fundamental simplification: the universe operates upon a single ontological entity governed entirely by 3D geometric motion. By defining fundam...

PlanX GeoStats Lab

PlanX spatial analysis lab for QGIS planning workflows: data preparation, urban pattern scanning, hot spots, centers, exploratory models and scenarios, and machine learning and explainable AI.

AntiMatter: Wilson-Line and Cosmology Audit - Efficiency-Dependent Energy Bounds and Reproducibility (v1.23.1)

AntiMatter v1.23.1 is a theoretical research checkpoint and reproducibility release. It preserves the August 17, 2026 v1.23 audit and adds an efficiency-dependent energy calculation. No successful derivation of the observed matter-antimatter asymmetry or completed unified theory is claimed. The inherited audit identifi...

Quantized Horizon Response (HRF): Composite-Alternative Separation and Fixed-Conditioning GW250114 Replay - v5.3

Methods and reproducibility release. Research package v72; Zenodo publication version v5.3. This release makes available the corrected GW250114 HRF composite-alternative separation methods, numerical design calculations, and the archived fixed-conditioning -7M raw-grid replay, together with a September 2026 publication...