Why Causation Beats Correlation Every Time

Businesses that rely on correlation will be misled with increasing confidence. Businesses that master causation will navigate complexity with increasing clarity.
GitHub

[NeurIPS 2025] LabUtopia: High-Fidelity Simulation and Hierarchical Benchmark for Scientific Embodied Agents

NVIDIA GPU with CUDA support (RTX series recommended, Isaac Sim does not support A100/A800) Ubuntu 24.04 (tested version) conda Python 3.11 Isaac Sim 5.1 Data collection is the first step in training ...
IEEE

FD-DeCap: A Front-Door Causal Inference-based Framework for Debiasing Automatic Audio Captioning

Abstract: Automatic Audio Captioning (AAC) aims at generating natural language descriptions for audio content. However, existing methods are often affected by latent confounders and spurious ...
IEEE

Applying Causal Machine Learning to Spatiotemporal Data Analysis: An Investigation of Opportunities and Challenges

Abstract: Traditional spatiotemporal data analysis often relies on predictive models that overlook causal relationships, making it difficult to identify true drivers and formulate effective ...