Machine Learning · Computer Science
Machine Learning with a Reject Option: A survey
Kilian Hendrickx, Lorenzo Perini, Dries Van der Plas, Wannes Meert +1
2024-02-22
Machine Learning · Computer Science
A Case for Rejection in Low Resource ML Deployment
Jerome White, Pulkit Madaan, Nikhil Shenoy, Apoorv Agnihotri +2
2022-12-12
Machine Learning · Computer Science
Explaining Reject Options of Learning Vector Quantization Classifiers
André Artelt, Johannes Brinkrolf, Roel Visser, Barbara Hammer
2022-02-16
Machine Learning · Computer Science
Machine Learning Towards Intelligent Systems: Applications, Challenges, and Opportunities
MohammadNoor Injadat, Abdallah Moubayed, Ali Bou Nassif, Abdallah Shami
2021-01-12
Machine Learning · Computer Science
Survey on Leveraging Uncertainty Estimation Towards Trustworthy Deep Neural Networks: The Case of Reject Option and Post-training Processing
Mehedi Hasan, Moloud Abdar, Abbas Khosravi, Uwe Aickelin +4
2023-04-12
Machine Learning · Computer Science
Knowing What You Cannot Explain: Learning to Reject Low-Quality Explanations
Luca Stradiotti, Dario Pesenti, Stefano Teso, Jesse Davis
2026-03-19
Machine Learning · Computer Science
Selective Prediction via Training Dynamics
Stephan Rabanser, Anvith Thudi, Kimia Hamidieh, Adam Dziedzic +4
2025-07-08
Machine Learning · Computer Science
When No-Rejection Learning is Consistent for Regression with Rejection
Xiaocheng Li, Shang Liu, Chunlin Sun, Hanzhao Wang
2024-04-23
Machine Learning · Statistics
Classification with Reject Option: Distribution-free Error Guarantees via Conformal Prediction
Johan Hallberg Szabadváry, Tuwe Löfström, Ulf Johansson, Cecilia Sönströd +2
2025-06-30
Statistics Theory · Mathematics
Active learning algorithm through the lens of rejection arguments
Christophe Denis, Mohamed Hebiri, Boris Ndjia Njike, Xavier Siebert
2022-09-01
Artificial Intelligence · Computer Science
Dissonance Between Human and Machine Understanding
Zijian Zhang, Jaspreet Singh, Ujwal Gadiraju, Avishek Anand
2021-01-20
Machine Learning · Computer Science
Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review
Sahil Verma, Varich Boonsanong, Minh Hoang, Keegan E. Hines +2
2022-11-17
Mathematical Software · Computer Science
Big Math and the One-Brain Barrier A Position Paper and Architecture Proposal
Jacques Carette, William M. Farmer, Michael Kohlhase, Florian Rabe
2019-10-23
Machine Learning · Computer Science
Filtering instances and rejecting predictions to obtain reliable models in healthcare
Maria Gabriela Valeriano, David Kohan Marzagão, Alfredo Montelongo, Carlos Roberto Veiga Kiffer +2
2025-10-29