Manar D. Samad

Attention versus Contrastive Learning of Tabular Data -- A Data-centric Benchmarking

2024 · ArXiv.org

Despite groundbreaking success in image and text learning, deep learning has not achieved significant improvements against traditional machine learning (ML) when it comes to tabular data. This performance gap underscores the need for data-centric treatment …

Causal Explainability of Machine Learning in Heart Failure Prediction from Electronic Health Records

2025 · arXiv (Cornell University)

The importance of clinical variables in the prognosis of the disease is explained using statistical correlation or machine learning (ML). However, the predictive importance of these variables may not represent their causal relationships with diseases. …