"evidential deep learning" Papers

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Calibrating LLMs with Information-Theoretic Evidential Deep Learning

Yawei Li, David Rügamer, Bernd Bischl et al.

ICLR 2025arXiv:2502.06351
4
citations

Predictive Uncertainty Quantification for Bird's Eye View Segmentation: A Benchmark and Novel Loss Function

Linlin Yu, Bowen Yang, Tianhao Wang et al.

ICLR 2025arXiv:2405.20986
3
citations

Uncertainty Estimation by Flexible Evidential Deep Learning

Taeseong Yoon, Heeyoung Kim

NEURIPS 2025arXiv:2510.18322

Vicinal Label Supervision for Reliable Aleatoric and Epistemic Uncertainty Estimation

Linye Li, Yufei Chen, Xiaodong Yue

NEURIPS 2025

Bayesian Evidential Deep Learning for Online Action Detection

Hongji Guo, Hanjing Wang, Qiang Ji

ECCV 2024
3
citations

Is Epistemic Uncertainty Faithfully Represented by Evidential Deep Learning Methods?

Mira Juergens, Nis Meinert, Viktor Bengs et al.

ICML 2024

Revisiting the Domain Shift and Sample Uncertainty in Multi-source Active Domain Transfer

Wenqiao Zhang, Zheqi Lv

CVPR 2024arXiv:2311.12905
31
citations

Think Twice Before Selection: Federated Evidential Active Learning for Medical Image Analysis with Domain Shifts

Jiayi Chen, Benteng Ma, Hengfei Cui et al.

CVPR 2024arXiv:2312.02567
31
citations

Uncertainty Estimation by Density Aware Evidential Deep Learning

Taeseong Yoon, Heeyoung Kim

ICML 2024arXiv:2409.08754
10
citations