Algorithms for abstention, calibration and domain adaptation to label shift.
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Nov 14, 2020 - Python
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label-shift
Here are 9 public repositories matching this topic...
A curated list of Robust Machine Learning papers/articles and recent advancements.
machine-learning deep-learning healthcare awesome-list ood fairness covariate-shift federated-learning machine-learning-bias fairness-testing bias-detection robust-machine-learning fairness-ai concept-shift fairness-ml robust-learning label-shift data-shift distribution-shift healthcare-federated-learning
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Oct 13, 2022
A curated list of Distribution Shift papers/articles and recent advancements.
data machine-learning machine-learning-algorithms ood fairness covariate-shift bias-detection robust-machine-learning concept-shift fairness-ml label-shift ood-detection data-shift distribution-shift
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Oct 20, 2022
LAMDA: Label Matching Deep Domain Adaptation - ICML 2021
optimal-transport domain-adaptation unsupervised-domain-adaptation wasserstein-distance label-shift domain-shift icml-2021
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Oct 28, 2021 - Python
"Mapping conditional distributions for domain adaptation under generalized target shift" - ICLR2022
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Feb 3, 2022 - Python
(ACL 2026 Main) LLMSurgeon recovers the pretraining data mixture of any LLM from only its generated text — no weights, no training data. A calibrated domain classifier plus label-shift correction de-blurs biased predictions. Ships with LLMScan, a benchmark on 8 open-source LLMs.
data-provenance label-shift membership-inference large-language-models llm-analysis pretraining-data data-mixture acl2026
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May 29, 2026 - Python
Bayesian Quantification with Black-Box Estimators
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Jun 13, 2024 - Python
Coping with Label Shift via Distributionally Robust Optimisation
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Nov 30, 2022 - Python
ML model monitoring is not just drift detection. This repo benchmarks PSI, KS, MMD, and ADWIN across real failure scenarios like data drift, label shift, and model decay in production.
python machine-learning adwin concept-drift mlops drift-detection model-monitoring production-ml statistical-testing data-drift label-shift population-stability-index model-decay
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Jun 5, 2026 - Python
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