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Uncertainty Quantification

663 directly classified papers

Papers per year

Papers

Uncertainty-Aware Learning against Label Noise on Imbalanced Datasets AAAI 2022
Provable Guarantees for Understanding Out-of-Distribution Detection AAAI 2022
Context Uncertainty in Contextual Bandits with Applications to Recommender Systems AAAI 2022
Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss AAAI 2022
Fair Conformal Predictors for Applications in Medical Imaging AAAI 2022
Identifying Weaknesses in Machine Translation Metrics Through Minimum Bayes Risk Decoding: A Case Study for COMET AACL 2022
Detecting Misclassification Errors in Neural Networks with a Gaussian Process Model AAAI 2022
Certified Robustness Against Natural Language Attacks by Causal Intervention ICML 2022
Distributed NLI: Learning to Predict Human Opinion Distributions for Language Reasoning ACL 2022
Calibration of Machine Reading Systems at Scale ACL 2022
Towards Improving Selective Prediction Ability of NLP Systems ACL 2022
UAST: Uncertainty-Aware Siamese Tracking ICML 2022
Probability Paths and the Structure of Predictions over Time NIPS 2021
Online Selective Classification with Limited Feedback NIPS 2021
Uncertainty Calibration for Ensemble-Based Debiasing Methods NIPS 2021
Improving KernelSHAP: Practical Shapley Value Estimation Using Linear Regression AISTATS 2021
Hierarchical VAEs Know What They Don’t Know ICML 2021
Data-Uncertainty Guided Multi-Phase Learning for Semi-Supervised Object Detection CVPR 2021
Post-Hoc Uncertainty Calibration for Domain Drift Scenarios CVPR 2021
MonoRUn: Monocular 3D Object Detection by Reconstruction and Uncertainty Propagation CVPR 2021
UASNet: Uncertainty Adaptive Sampling Network for Deep Stereo Matching ICCV 2021
Masksembles for Uncertainty Estimation CVPR 2021
Imprecise Oracles Impose Limits to Predictability in Supervised Learning (Extended Abstract) IJCAI 2021
Weakly-supervised Temporal Action Localization by Uncertainty Modeling AAAI 2021
Human Uncertainty Inference via Deterministic Ensemble Neural Networks AAAI 2021