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Sebastian Schelter

2 accepted papers

2025

scSSL-Bench: Benchmarking Self-Supervised Learning for Single-Cell Data

ICML 2025spotlight

Self-supervised learning (SSL) has proven to be a powerful approach for extracting biologically meaningful representations from single-cell data. To advance our understanding of SSL methods applied to single-cell data, we present scSSL-Bench, a comprehensive benchmark that evaluates nineteen SSL met…

2024

Data Debugging with Shapley Importance over Machine Learning Pipelines

ICLR 2024poster

When a machine learning (ML) model exhibits poor quality (e.g., poor accuracy or fairness), the problem can often be traced back to errors in the training data. Being able to discover the data examples that are the most likely culprits is a fundamental concern that has received a lot of attention re…