SHAP

2 items

RESEARCH↑ trendingReddit r/MachineLearning·4/15/2026

What is the criteria for a ML paper to be published?[D]

The author seeks advice on publishing an ML paper for a conference, questioning the worth of their research that forecasts a stock index with small predictive power. Despite robust methods and SHAP revealing model struggles with regime shifts, they believe the work offers valuable diagnostic insights and discussion points for future extensions.

forecasting Finance Random Forest machine learning

ARTICLEDEV.to AI·4/15/2026

SHAP Is Not Production-Ready — And We Need to Stop Pretending It Is

The article argues that SHAP is not production-ready due to issues like slowness, inconsistency, and being disconnected from the main model. The author criticizes the separate explainer architecture and proposes an approach where explanations are generated alongside the model's inference.

MLOps production ML xAI SHAP