Shireen Kudukkil Manchingal

14 papers A* 2A 1Journal 11

Year	Rank	Type	Title / Venue / Authors
2025	A	`conf`	A Unified Evaluation Framework for Epistemic Predictions. AISTATS Shireen Kudukkil Manchingal, Muhammad Mubashar, Kaizheng Wang, Fabio Cuzzolin
2025	J	`jnl`	A Unified Evaluation Framework for Epistemic Predictions. CoRR Shireen Kudukkil Manchingal, Muhammad Mubashar, Kaizheng Wang, Fabio Cuzzolin
2025	J	`jnl`	CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks. Neural Networks Kaizheng Wang, Keivan Shariatmadar, Shireen Kudukkil Manchingal, Fabio Cuzzolin, David Moens, Hans Hallez
2025	J	`jnl`	Credal and Interval Deep Evidential Classifications. CoRR Michele Caprio, Shireen Kudukkil Manchingal, Fabio Cuzzolin
2025	J	`jnl`	Epistemic Deep Learning: Enabling Machine Learning Models to Know When They Do Not Know. CoRR Shireen Kudukkil Manchingal
2025	J	`jnl`	Epistemic Wrapping for Uncertainty Quantification. CoRR Maryam Sultana, Neil Yorke-Smith, Kaizheng Wang, Shireen Kudukkil Manchingal, Muhammad Mubashar, Fabio Cuzzolin
2025	J	`jnl`	Position: Epistemic Artificial Intelligence is Essential for Machine Learning Models to Know When They Do Not Know. CoRR Shireen Kudukkil Manchingal, Fabio Cuzzolin
2025	J	`jnl`	Random-Set Large Language Models. CoRR Muhammad Mubashar, Shireen Kudukkil Manchingal, Fabio Cuzzolin
2025	A*	`conf`	Random-Set Neural Networks. ICLR Shireen Kudukkil Manchingal, Muhammad Mubashar, Kaizheng Wang, Keivan Shariatmadar, Fabio Cuzzolin
2025	J	`jnl`	Uncertainty-Aware Autonomous Vehicles: Predicting the Road Ahead. CoRR Shireen Kudukkil Manchingal, Armand Amaritei, Mihir Gohad, Maryam Sultana, Julian F. P. Kooij, Fabio Cuzzolin, Andrew Bradley
2024	J	`jnl`	CreINNs: Credal-Set Interval Neural Networks for Uncertainty Estimation in Classification Tasks. CoRR Kaizheng Wang, Keivan Shariatmadar, Shireen Kudukkil Manchingal, Fabio Cuzzolin, David Moens, Hans Hallez
2024	A*	`conf`	Credal Deep Ensembles for Uncertainty Quantification. NeurIPS Kaizheng Wang, Fabio Cuzzolin, Shireen Kudukkil Manchingal, Keivan Shariatmadar, David Moens, Hans Hallez
2023	J	`jnl`	Random-Set Convolutional Neural Network (RS-CNN) for Epistemic Deep Learning. CoRR Shireen Kudukkil Manchingal, Muhammad Mubashar, Kaizheng Wang, Keivan Shariatmadar, Fabio Cuzzolin
2022	J	`jnl`	Epistemic Deep Learning. CoRR Shireen Kudukkil Manchingal, Fabio Cuzzolin