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What Is The Performance Ceiling of My Classifier? Utilizing Category-Wise Influence Functions for Pareto Frontier Analysis
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Research paper explores using category-wise influence functions to analyze classifier performance ceilings and improve data quality for model training.
Open sourceOneBench interpretation
Institutional assessment
So what
This research provides a framework for understanding classifier limits and optimizing model training through data quality improvements.
Do what
Add to the Q4 model evaluation research pipeline for data-centric AI.