Ecosyste.ms: Awesome
An open API service indexing awesome lists of open source software.
awesome-uncertainty-deeplearning
This repository contains a collection of surveys, datasets, papers, and codes, for predictive uncertainty estimation in deep learning models.
https://github.com/ENSTA-U2IS-AI/awesome-uncertainty-deeplearning
Last synced: about 12 hours ago
JSON representation
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Theory
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Ensemble-Methods
- [ICCV2023 - [[PyTorch]](https://github.com/guoxoug/window-early-exit)
- [ICCV Workshop2023
- [ICLR2017 - [[TorchUncertainty]](<https://github.com/ENSTA-U2IS-AI/torch-uncertainty>)
- [ICLR2024
- [ICLR2024
- [ICLR2024
- [arXiv2017
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Post-hoc-Methods/Auxiliary-Networks
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Data-augmentation/Generation-based-methods
- [CVPR2023 - [[PyTorch]](https://github.com/Impression2805/OpenMix)
- [NeurIPS2022 - [[PyTorch]](https://github.com/francescopinto/regmixup)
- [ICLR2023 - [[PyTorch]](https://github.com/qizhouwang/doe)
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Output-Space-Modeling/Evidential-deep-learning
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Deterministic-Uncertainty-Methods
- [ICCV Workshop2023 - [[PyTorch]](<https://github.com/vaishwarya96/MAPLE-uncertainty-estimation>)
- [ICCV Workshop2023
- [ICML2024 - [[Tensorflow]](https://github.com/ifiaposto/Distance_Aware_Bottleneck)
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Conformal Predictions
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Calibration/Evaluation-Metrics
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Applications
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Natural Language Processing
- [ICML2023 - [[GitHub]](https://github.com/google-research/r_u_sure)
- [TrustNLP2023 - [[GitHub]](https://github.com/JHU-CLSP/Confidence-Estimation-TrustNLP2023)
- [EMNLP2022 Findings
- [ACL2020
- [EMNLP2020 - [[PyTorch]](https://github.com/Lingkai-Kong/Calibrated-BERT-Fine-Tuning)
- [TACL2021 - [[PyTorch]](https://github.com/jzbjyb/lm-calibration)
- [arXiv2023
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Anomaly-detection and Out-of-Distribution-Detection
- [ICCV2023 - [[PyTorch]](https://github.com/orhir/stg-nf)
- [ICCV2023 - [[PyTorch]](https://github.com/NazirNayal8/RbA)
- [CVPR2023 - [[PyTorch]](https://github.com/txynwpu/Distributional_uncertainty_SOD)
- [ICCV Workshop2023
- [ICCV Workshop2023
- [TPAMI2023 - [[PyTorch]](<https://github.com/Impression2805/FMFP>)
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Others
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TensorFlow
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Python
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Others
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Surveys
- [ArXiv2024 - [[PyTorch]](https://github.com/bmucsanyi/bud/tree/main)
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Misclassification Detection & Selective Classification
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Bayesian-Methods
Programming Languages
Categories
Applications
16
Calibration/Evaluation-Metrics
7
Ensemble-Methods
7
Output-Space-Modeling/Evidential-deep-learning
4
Deterministic-Uncertainty-Methods
3
Data-augmentation/Generation-based-methods
3
Misclassification Detection & Selective Classification
3
Bayesian-Methods
3
Post-hoc-Methods/Auxiliary-Networks
2
TensorFlow
2
Theory
2
Conformal Predictions
2
Python
1
Surveys
1
Sub Categories