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Using causal AI to amplify sustainability in the textile industry

With the textile industry facing mounting scrutiny over the environmental impacts of fast fashion, two researchers from ...
Nature

Predicting causal effects in large-scale systems from observational data

Understanding cause-effect relationships between variables is of primary interest in many fields of science. The standard method for determining such relationships uses randomized controlled ...
Frontiers

Predicting Neural Activity: Understanding Brain Structure and Dynamics through Generative Modeling and Causal Analysis

Understanding how the brain anticipates future states and transmits or reconstructs information remains a central challenge in neuroscience. This Research ...
IEEE

BiGraphormer: A Bidirectional Graphormer on Directed Causal Graph for Fault Detection in Complex Systems

Abstract: Effective fault detection of complex systems can significantly enhance safety, availability, and maintainability. Recently, graph neural networks (GNNs), which leverage spatial structures ...
Scientific Research Publishing

6sigma (2024) Causal Loop Diagram in Systems Thinking. Everything to Know.

ABSTRACT: This paper applies the interdisciplinary framework of Earth System Science (ESS) to analyze the complex socio-ecological crisis facing the agricultural sector in the Hashemite Kingdom of ...
Nature

Machine learning articles from across Nature Portfolio

Machine learning is the ability of a machine to improve its performance based on previous results. Machine learning methods enable computers to learn without being explicitly programmed and have ...
IEEE

IEEE Transactions on Neural Networks and Learning Systems Special Issue on Causal Discovery and Causality-Inspired Machine Learning

Abstract: Causality is a fundamental notion in science and engineering. It has attracted much interest across research communities in statistics, machine learning (ML), healthcare, and artificial ...
GitHub

Predictive safety filter using system level synthesis

This repository contains the MATLAB code that accompanies the research paper: Leeman AP., Köhler J., Bennani S., Zeilinger MN. “Predictive safety filter using system level synthesis.” Proceedings of ...
GitHub

ICGI (Integrative Causal Gene Identification)

1️⃣ We present an interesting attempt, as illustrated in the figure below: Using the latest GPT-4o large model to generate schematic cancer gene identification. It is undeniable that the LLM possesses ...