Dennis Ulmer
Publications by Year
Research Areas
Natural Language Processing Techniques, Topic Modeling, Anomaly Detection Techniques and Applications, Adversarial Robustness in Machine Learning, Explainable Artificial Intelligence (XAI)
Most-Cited Works
- → A taxonomy and review of generalization research in NLP(2023)57 cited
- → deep-significance - Easy and Meaningful Statistical Significance Testing in the Age of Neural Networks(2022)19 cited
- → Prior and Posterior Networks: A Survey on Evidential Deep Learning Methods For Uncertainty Estimation(2021)18 cited
- → Trust Issues: Uncertainty Estimation Does Not Enable Reliable OOD Detection On Medical Tabular Data(2020)16 cited
- A Survey on Evidential Deep Learning For Single-Pass Uncertainty Estimation.(2021)
- → Uncertainty in Natural Language Generation: From Theory to Applications(2023)7 cited
- → Know Your Limits: Uncertainty Estimation with ReLU Classifiers Fails at\n Reliable OOD Detection(2020)6 cited
- → Exploring Predictive Uncertainty and Calibration in NLP: A Study on the Impact of Method & Data Scarcity(2022)6 cited