DeepAL: Deep Active Learning in Python
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Abstract (arXiv)
We present DeepAL, a Python library that implements several common strategies for active learning, with a particular emphasis on deep active learning. DeepAL provides a simple and unified framework based on PyTorch that allows users to easily load custom datasets, build custom data handlers, and design custom strategies without much modification of codes. DeepAL is open-source on Github and welcome any contribution.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). Builds on 5 of its 12 references that are in the map. First posted on arXiv 30 Nov 2021.
Builds on
5 of 12 references.
References · 5
- 2016Adversarial examples in the physical worldcited by 1,769
- 2015DeepFool: a simple and accurate method to fool deep neural networkscited by 1,318
- 2017Deep Bayesian Active Learning with Image Datacited by 819
- 2018Adversarial Active Learning for Deep Networks: a Margin Based Approachcited by 158
- 2017libact: Pool-based Active Learning in Pythoncited by 12
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Citing papers per year: 2022: 3; 2023: 5; 2024: 3; 2025: 1; 2026: 1.
13 papers.
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- 2022A Comparative Survey of Deep Active Learningcited by 89
- 2023Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Datacited by 11
- 2023Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networkscited by 7
- 2023Active Transfer Learning for Efficient Video-Specific Human Pose Estimationcited by 4
- 2022Pareto Optimization for Active Learning under Out-of-Distribution Data Scenarioscited by 3
- 2023Disambiguation of Company names via Deep Recurrent Networkscited by 2
- 2023ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLPcited by 2
- 2024Direct Acquisition Optimization for Low-Budget Active Learningcited by 2
- 2024Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway Segmentation from HRCT via a Human-AI Collaboration Based Active Learning Methodcited by 1
- 2022Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AIcited by 0
- 2024Quantifying the Prediction Uncertainty of Machine Learning Models for Individual Datacited by 0
- 2025ATGen: A Framework for Active Text Generationcited by 0
- 2026Active Learning for Biodiversity Monitoring: From Label Efficiency to Reliable Ecological Inference23 Sep 2026
- 2025ATGen: A Framework for Active Text Generation29 Jun 2025
- 2024Quantifying the Prediction Uncertainty of Machine Learning Models for Individual Data10 Dec 2024
- 2024Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway Segmentation from HRCT via a Human-AI Collaboration Based Active Learning Method3 Jul 2024
- 2024Direct Acquisition Optimization for Low-Budget Active Learning8 Feb 2024
- 2023Active Transfer Learning for Efficient Video-Specific Human Pose Estimation8 Nov 2023
- 2023ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLP1 Aug 2023
- 2023Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks18 Mar 2023
- 2023Disambiguation of Company names via Deep Recurrent Networks7 Mar 2023
- 2023Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Data16 Feb 2023
- 2022Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI19 Jul 2022
- 2022Pareto Optimization for Active Learning under Out-of-Distribution Data Scenarios4 Jul 2022
1 more
- 2022A Comparative Survey of Deep Active Learning25 Mar 2022
- 2022A Comparative Survey of Deep Active Learningcited by 89
- 2023Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Datacited by 11
- 2023Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networkscited by 7
- 2023Active Transfer Learning for Efficient Video-Specific Human Pose Estimationcited by 4
- 2022Pareto Optimization for Active Learning under Out-of-Distribution Data Scenarioscited by 3
- 2023Disambiguation of Company names via Deep Recurrent Networkscited by 2
- 2023ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLPcited by 2
- 2024Direct Acquisition Optimization for Low-Budget Active Learningcited by 2
- 2024Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway Segmentation from HRCT via a Human-AI Collaboration Based Active Learning Methodcited by 1
- 2022Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AIcited by 0
- 2024Quantifying the Prediction Uncertainty of Machine Learning Models for Individual Datacited by 0
- 2025ATGen: A Framework for Active Text Generationcited by 0
12 most cited of 13 All 13 (JSON)
- 2026Active Learning for Biodiversity Monitoring: From Label Efficiency to Reliable Ecological Inference23 Sep 2026
- 2025ATGen: A Framework for Active Text Generation29 Jun 2025
- 2024Quantifying the Prediction Uncertainty of Machine Learning Models for Individual Data10 Dec 2024
- 2024Probing Perfection: The Relentless Art of Meddling for Pulmonary Airway Segmentation from HRCT via a Human-AI Collaboration Based Active Learning Method3 Jul 2024
- 2024Direct Acquisition Optimization for Low-Budget Active Learning8 Feb 2024
- 2023Active Transfer Learning for Efficient Video-Specific Human Pose Estimation8 Nov 2023
- 2023ALE: A Simulation-Based Active Learning Evaluation Framework for the Parameter-Driven Comparison of Query Strategies for NLP1 Aug 2023
- 2023Learn, Unlearn and Relearn: An Online Learning Paradigm for Deep Neural Networks18 Mar 2023
- 2023Disambiguation of Company names via Deep Recurrent Networks7 Mar 2023
- 2023Marich: A Query-efficient Distributionally Equivalent Model Extraction Attack using Public Data16 Feb 2023
- 2022Active-Learning-as-a-Service: An Automatic and Efficient MLOps System for Data-Centric AI19 Jul 2022
- 2022Pareto Optimization for Active Learning under Out-of-Distribution Data Scenarios4 Jul 2022
12 newest of 13 All 13 (JSON)