Pool-Based Active Learning

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  1. Low-Budget Active Learning through Entropic Optimal Transport

    Oct 1, 2026Rim Hajal, Mathieu Besançon, Jérôme MalickPool-Based Active LearningOptimal Sample Complexity

    Univ. Grenoble Alpes, CNRS, Inria, LIG, LJK · Univ. Grenoble Alpes, Inria, CNRS, LIG · Univ. Grenoble Alpes, CNRS, LJK

  2. Efficient Active Auditing of Multi-Group Fairness with Bias Probes

    Sep 30, 2026Ayoub Ajarra, Debabrota BasuFairness AuditsAlgorithmic Fairness

    ´Equipe Scool, Univ. Lille, Inria, CNRS, Centrale Lille, UMR 9189- CRIStAL

  3. Optimal Design for Active Preference Learning with Biased LLM Judges

    Sep 30, 2026Zhongman Du, Huiming Zhang, Haodong Zhu +1Preference LearningPreference Alignment Learning

    Beihang University · Zhongguancun Academy · Hangzhou Innovation Institute of Beihang University

  4. WISE-ATTA: When to Ask for Labels in Budgeted Active Test-Time Adaptation

    Sep 29, 2026Muhammad Huzaifa, Lea Schönherr, Thorsten EisenhoferTest-Time AdaptationPool-Based Active Learning

    CISPA Helmholtz Center for Information Security

  5. Bayesian Active Learning for Intent Disambiguation in Interactive Robot Planning

    Sep 28, 2026Huao Li, Carson Sobolewski, Augustinos Saravanos +3Robot PlanningAgentic Reasoning

    Massachusetts Institute of Technology, Cambridge, MA, USA · GE Vernova

  6. On the Sample Complexity of Active Learning with Membership Queries

    Sep 23, 2026Ganghua Wang, Shaddin DughmiPool-Based Active LearningActive Learning

    Department of Mathematics University of Arizona · Department of Computer Science University of Southern California

  7. OnlineWM: Causality-Aware Active Online Learning for Effective World Modeling

    Sep 20, 2026Yikun Miao, Fangqi Zhu, Quanxin Shou +6Efficient World-Action ModelWorld Models

    Department of Computer Science and Engineering The Hong Kong University of Science and Technology Hong Kong SAR, China

  8. Task-Oriented Active Learning of Residual Dynamics for Model Predictive Path Integral Control

    Sep 16, 2026Nobuaki Aoki, Hojin Lee, Stefan Sosnowski +1Model Predictive Path IntegralPool-Based Active Learning

    Chair of Information-oriented Control (ITR), Department of Electrical and Computer Engineering, Technical University of Munich, Munich, Germany · Munich Institute of Robotics and Machine Intelligence (MIRMI), Technical University of Munich, Munich, Germany

  9. One Loop, Two Gains: Can Active Learning win the Lottery for Free?

    Sep 9, 2026Benedikt Tscheschner, Eduardo Veas, Marc MasanaPool-Based Active LearningActive Learning

    University of Technology Graz Know-Center Research GmbH Austria · Institute of Visual Computing University of Technology Graz Austria

  10. Cost-efficient Active Learning for Referring Image Segmentation and Grounding

    Aug 31, 2026Junbeom Hong, Seonghoon Yu, Hyung Rok Jung +2Pool-Based Active LearningActive Learning

    1Meissa · 2KAIST · 3GIST +1

  11. Self-Aware Active Learning Enables Continual Improvement in Autonomous Driving

    Aug 30, 2026Dong Hu, Chao Huang, Carman K. M. Lee +1Autonomous DrivingPool-Based Active Learning

    Department of Industrial and Systems Engineering, The Hong Kong Polytechnic University, Hong Kong · School of Electrical and Mechanical Engineering, Adelaide University, Australia · Department of Computer Science, University College London, United Kingdom

  12. Coordination on a Budget: Federated Active Learning with Few Labels

    Aug 19, 2026Liam Mohr, Daphna WeinshallPool-Based Active LearningToken Budget Allocation

    School of Computer Science and Engineering The Hebrew University of Jerusalem, Jerusalem 91904, Israel

  13. Local Epistemic Uncertainty Guided Active Sampling for Plug-and-play Diffusive Image Restoration

    Aug 7, 2026Jiaqi Zhang, Zheng Pang, Rongrong Gao +2Image RestorationPixel-Level Prediction

    Jiangsu University Zhenjiang, China · Xi’an University of Technology Xi’an, China

  14. One Knob to Rule Them All: A Unified Optimal Transport View of Cold-Start Active Learning

    Aug 4, 2026Ning Zhu, Xiaochuan Ma, Juntao Xu +4Pool-Based Active LearningCold-Start

    Glasgow College, University of Electronic Science and Technology of China · School of Mechanical and Electrical Engineering, University of Electronic Science and Technology of China · School of Mathematical Sciences, University of Electronic Science and Technology of China

  15. BRiG-AFA: Bellman Risk-to-Go Learning for Non-Myopic Active Feature Acquisition

    Aug 3, 2026Jiaorong Feng, Qian Li, Ying LiPool-Based Active LearningFeature Engineering

    Curtin Business School, Curtin University, Perth, Western Australia, Australia · †Present affiliation: Independent Researcher. · School of Electrical Engineering, Computing and Mathematical Sciences, Curtin University, Perth, Western Australia, Australia

  16. Uncertainty-guided active learning for surrogate prediction of stream-finishing wear fields

    Aug 1, 2026Anand Kumar, Puli Saikiran, Vineet Dawara +1Machine Learning SurrogatesQueryable Sector Flow Fields

    Dept. of Design & Manufacturing, Indian Institute of Science, Bangalore · Dept. of Mechanical Engineering, Indian Institute of Science, Bangalore

  17. RAG-HAR+: Towards Cost-Efficient LLM-Based Human Activity Recognition for Edge Deployment

    Jul 29, 2026Hansi Karunarathna, Nirhoshan Sivaroopan, Chamara Madarasingha +2Human Activity RecognitionMulti-Modal Sensing

    University of Sydney, Australia · Curtin University, Australia · Colorado State University, USA

  18. FunnelAL: Retrieve-then-Rank Active Learning for Single-Class Discovery

    Jul 28, 2026Reihaneh Rostami, Brian GoodwinPool-Based Active LearningActive Learning

    RAIC Labs · RAIC Labs USA

  19. Unifying Active Learning and Semi-Supervised Learning for Medical Image Segmentation

    Jul 27, 2026Bahram Jafrasteh, Cheng Wan, Heejong Kim +2Semi-Supervised Medical Image SegmentationPool-Based Active Learning

    Department of Radiology, Weill Cornell Medicine, New York, NY, USA · Department of Electrical and Computer Engineering, Cornell University, Ithaca, NY, USA

  20. Foundation-Assisted Active Learning for Object Detection Annotation

    Jul 18, 2026Jinchang Zhang, Arnold Zumbrun, Jing Lin +1Object DetectionDense Annotation

    Intelligent Vision and Sensing (IVS) Lab at Indiana University Bloomington

  21. Embodied Active Learning under Limited Annotation and Navigation Budget for Object Detection

    Jul 17, 2026Hadrien Crassous, Mohamed Yassine Kabouri, Minahil Raza +2Object DetectionPool-Based Active Learning

    Inria Scool, the Universit´e de Lille and also with the Centre de Recherche en Informatique, Signal et Automatique de Lille (CRIStAL) · LAAS-CNRS, Universite de Toulouse, CNRS, Toulouse, France · Department of Electrical Engineering and Automation at Aalto University

  22. Cover First, Disagree Softly: Rethinking Mismatch-First Active Learning for Frame-Level Audio Classification

    Jul 15, 2026Shiqi Zhang, Tuomas VirtanenPool-Based Active LearningActive Learning

    Audio Research Group, Tampere University, Tampere, Finland

  23. Slide-Level Active Learning Reduces Annotation Burden in H&E images

    Jul 10, 2026Mahsa Vali, Zhilong Weng, Noémie Moreaua +2Digital PathologyPool-Based Active Learning

    Institute for Biomedical Informatics, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany · Center for Molecular Medicine Cologne (CMMC), Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany · Faculty of Mathematics and Natural Sciences, University of Cologne, Cologne, Germany +3

  24. The Approximation Ratio for the Risk of Myopic Bayesian Active Learning for Linear Regression

    Jul 7, 2026Stephen MussmannPool-Based Active LearningActive Learning

    School of Computer Science Georgia Institute of Technology

  25. Determinantal point process sampling for bioacoustic active learning

    Jul 7, 2026Hugo Magaldi, Gabriel DubusPassive Acoustic MonitoringPool-Based Active Learning

    Eco-Anthropologie, Mus´eum National d’Histoire Naturelle, UMR7206, CNRS, Paris, France

  26. Neuron-Aware Active Few-Shot Learning for LLMs

    Jul 2, 2026Zhuowei Chen, Liwei Chen, Christian Schunn +2Few-Shot LearningPool-Based Active Learning

    University of Pittsburgh, USA

  27. Ask the Right Comparison:Bias-Aware Bayesian Active Top-kk Ranking with LLM Judges

    Jul 2, 2026Jian Xu, Delu Zeng, John Paisley +1Large Language Model JudgesPosition Bias

    RIKEN iTHEMS · RIKEN AIP · South China University of Technology +1

  28. Group-invariant Coresets for Data-efficient Active Learning

    Jul 1, 2026L. C. Ayres, J. C. M. Bermudez, S. J. M. de Almeida +1Geometry-Aware Uncertainty CoresetsPool-Based Active Learning

    Universidade Federal de Santa Catarina, Florianópolis, SC, Brazil · Universidade Católica de Pelotas, Pelotas, RS, Brazil · Université de Lorraine, CNRS, CRAN, Vandoeuvre-lès-Nancy, France

  29. Hybrid Active-Online Learning Framework for Label-Efficient Concept Drift Adaptation in Optical Network Failure Detection

    Jun 29, 2026Yousuf Moiz Ali, Jaroslaw E. Prilepsky, João Pedro +4Pool-Based Active LearningLabel Propagation

    Aston University, Birmingham, UK · Nokia, Optical Networks, Carnaxide, Portugal · Nokia, Munich, Germany

  30. Transformer-Based Active Learning for Data-Efficient Vaccine Epitope Selection in PRRS

    Jun 27, 2026Aspen Erlandsson Brisebois, Zahed Khatooni, Connor Burbridge +5Epitope PredictionPool-Based Active Learning

    Vaccine and Infectious Disease Organization (VIDO), University of Saskatchewan, Saskatoon, SK, Canada · Engineering Science, Faculty of Applied Science, University of Toronto, Toronto, ON, Canada · Department of Mathematics and Statistics, University of Saskatchewan, Saskatoon, SK, Canada +4

  31. Scene-agnostic ALS boresight self-calibration

    Jun 22, 2026Aurélien Brun, Jan SkaloudGlobal Navigation Satellite SystemAerial Navigation

    aEPFL ENAC ESO, Bâtiment GC - Station 18, 1015 Lausanne, Switzerland

  32. Dataset-Aware Cold-Start Active Learning for Annotation-Efficient 3D Medical Image Segmentation

    Jun 18, 2026Rémi Hattat, Marine Beaumont, Charline Bertholdt +33D Medical Image SegmentationPool-Based Active Learning

    IADI (U1254), Inserm and Université de Lorraine, Nancy, France · CIC-IT 1433, Inserm, Université de Lorraine, and CHRU Nancy, Nancy, France

  33. Zero-Shot Active Feature Acquisition via LLM-Elicitation

    Jun 17, 2026Binyamin Perets, Natalie Mendelson, Shiran Vainberg +3Pool-Based Active LearningFeature Engineering

    Faculty of Medicine, Technion. · NVIDIA

  34. QueryMarket: Cost-Aware Online Active Learning in Data Markets

    Jun 16, 2026Xiwen Huang, Pierre PinsonPool-Based Active LearningActive Learning

    Dyson School of Design Engineering, Imperial College London, London, SW7 2DB, U.K. · Dyson School of Design Engineering, Imperial College London, London, U.K. · Halfspace (part of Accenture) +2

  35. Uncertainty Quantification of Engineering Structures by Polynomial Chaos Expansion and Multivariate Active Learning

    Jun 15, 2026Qitian Lu, Jafar Jafari-Asl, Panagiotis Spyridis +1Surrogate ModelsUncertainty Quantification

    Brno University of Technology, Brno, Czech Republic · University of Rostock, Rostock, Germany

  36. LOPAL: Local Performance-Aware Active Learning from Imperfect Demonstrations

    Jun 15, 2026Johannes Heidersberger, Shail Jadav, Dongheui LeePool-Based Active LearningHuman-To-Robot Transfer

    Autonomous Systems Lab, Institute of Computer Technology, TU Wien, Vienna, Austria · Institute of Robotics and Mechatronics, German Aerospace Center (DLR), Weßling, Germany

  37. Active Learning with Low-Rank Structure for Data Selection

    Jun 14, 2026Vincent Cohen-Addad, Sasidhar Kunapuli, Vahab Mirrokni +3Geometry-Aware Uncertainty CoresetsLow-Rank Structure

    Google Research. · University of California, Berkeley. · Institute of Science and Technology Austria (ISTA). +2

  38. Robust Active Learning for Few-Shot Example Selection in Text-to-SQL

    Jun 8, 2026Arash PourhabibText-To-SqlPool-Based Active Learning

    NVIDIA

  39. CAAL: Contextual Bandits based Online Hand-Craft Active Learning Strategy Selection

    Jun 6, 2026Shao-An Yin, Jiacong Li, Tianpei Xie +3Pool-Based Active LearningLearning-Augmented Algorithms

    Department of Electrical and Computer Engineering, University of Minnesota, Twin Cities, USA · Jiacong Li, Tianpei Xie, Cecile Levasseur, and Wojciech Kowalinski are with Amazon.

  40. Activation-Based Active Learning for In-Context Learning: Challenges and Insights

    Jun 3, 2026Yaseen M. Osman, Geoff V. Merrett, Stuart E. MiddletonIn-Context LearningModel Activations

    School of Electronics and Computer Science, University of Southampton, United Kingdom

  41. Active Learning with Foundation Model Priors: Efficient Learning under Class Imbalance

    May 30, 2026Jiancheng Zhang, Meiqing Li, Qi Zhang +1Pool-Based Active LearningActive Learning

    University of California, Riverside · 2Carnegie Mellon University · 3Worcester Polytechnic Institute

  42. Active Timepoint Selection for Learning Measure-Valued Trajectories

    May 28, 2026Nicolas Huynh, Mihaela van der SchaarPool-Based Active LearningUncertainty-Aware Classification

    DAMTP, University of Cambridge

  43. User-Aware Active Knowledge Acquisition for Emotional Support Dialogue

    May 28, 2026Mufan Xu, Kehai Chen, Jiahao Hu +4Emotional Support Conversation TaskPool-Based Active Learning

    Harbin Institute of Technology, China · Baidu Inc., Beijing, China

  44. Active Query Synthesis for Preference Learning

    May 25, 2026Namrata Nadagouda, Nauman Ahad, Maegan Tucker +1Preference LearningPool-Based Active Learning

    Georgia Institute of Technology · Gauss Labs

  45. When Self-Belief Misleads: Active Label Acquisition for Reinforcement Learning with Verifiable Rewards

    May 25, 2026Li Wang, Xiaodong Lu, Xiaohan Wang +5Reinforcement Learning With Verifiable RewardVerifiable Rewards

    Meituan · Beihang University · Nanyang Technological University

  46. Trajectory-Based Difficulty Scoring for Reliable Learning on Tabular Data

    May 23, 2026Tomer Lavi, Bracha Shapira, Nadav RappoportTabular DataEnsemble

    Faculty of Computer and Information Science, Ben-Gurion University of the Negev, Israel.

  47. Balancing Uncertainty and Diversity of Samples: Leveraging Diversity of Least, High Confidence Samples for Effective Active Learning

    May 21, 2026Vipul Arya, S. H. Shabbeer Basha, Srikrishna U N +2Pool-Based Active LearningActive Learning

    School of Computer Science and Engineering, RV University, Bengaluru, Karnataka-560059, India · School of Engineering & Technology, Vidyashilp University, Bangalore, India · Shiv Nadar Institution of Eminence, Delhi NCR

  48. Data-Efficient Neural Operator Training via Physics-Based Active Learning

    May 20, 2026Alicja Polanska, Lorenzo Zanisi, Vignesh Gopakumar +1Neural OperatorsPhysics-Informed Learning

    University College London · United Kingdom Atomic Energy Authority

  49. A Mutual Information Lower Bound for Multimodal Regression Active Learning

    May 14, 2026Leonardo Ferreira Guilhoto, Akshat Kaushal, Paris PerdikarisPool-Based Active LearningMultimodal Learning

    Graduate Group on Applied Mathematics & Computational Science · Department of Computer and Information Science University of Pennsylvania Philadelphia, PA 19104 · Department of Mechanical Engineering and Applied Mechanics University of Pennsylvania Philadelphia, PA 19104

  50. Force-Aware Neural Tangent Kernels for Scalable and Robust Active Learning of MLIPs

    May 13, 2026Eszter Varga-Umbrich, Zachary Weller-Davies, Paul Duckworth +3Interatomic PotentialsPool-Based Active Learning

    InstaDeep, UK · Department of Engineering, University of Cambridge, Cambridge, UK

  51. Portable Active Learning for Object Detection

    May 11, 2026Rashi Sharma, Justin Timothy C. Bersamin, Karthikk SubramanianObject DetectionPool-Based Active Learning

    Panasonic R&D Center Singapore · Nanyang Technological University

  52. Evidence-based Decision Modeling for Synthetic Face Detection with Uncertainty-driven Active Learning

    May 11, 2026Qingchao Jiang, Zhenxuan Hou, Zhiying Zhu +3Synthetic Image DetectionFacial Images

    Key Laboratory of Smart Manufacturing in Energy Chemical Process, Ministry of Education, East China University of Science and Technology, Shanghai 200237, China · School of Information Science and Engineering, East China University of Science and Technology, Shanghai 200237, China · College of Computer Science and Artificial Intelligence, Fudan University, Shanghai 200433, China +1

  53. Clip-level Uncertainty and Temporal-aware Active Learning for End-to-End Multi-Object Tracking

    May 11, 2026Riku Inoue, Shogo Sato, Kazuhiko Murasaki +3Multi-Object TrackingPool-Based Active Learning

    NTT, Inc., Kanagawa, Japan

  54. SMT-Based Active Learning of Weighted Automata

    May 8, 2026Tiago Ferreira, Kevin Batz, Alexandra SilvaActive LearningAutomata

    University College London, London, UK · Cornell University, Ithaca, NY, USA

  55. Gradient-Discrepancy Acquisition for Pool-Based Active Learning

    May 4, 2026Mohamadsadegh Khosravani, Sandra ZillesPool-Based Active LearningActive Learning

    Department of Computer Science University of Regina · University of Regina

  56. Leveraging Vision-Language Models as Weak Annotators in Active Learning

    May 1, 2026Phuong Ngoc Nguyen, Kaito Shiku, Ryoma Bise +2Pool-Based Active LearningActive Learning

    Kyushu University, Japan.

  57. Learning to Think from Multiple Thinkers

    Apr 27, 2026Nirmit Joshi, Roey Magen, Nathan Srebro +2LearnabilityChain-of-Thought Reasoning

    Toyota Technological Institute at Chicago. · Weizmann Institute of Science. · New York University.

  58. Accelerating Quantum Materials Characterization: Hybrid Active Learning for Autonomous Spin Wave Spectroscopy

    Apr 26, 2026William RatcliffLaser-Induced Breakdown SpectroscopyQuantum Annealing

    NIST Center for Neutron Research, National Institute of Standards and Technology, Gaithersburg, MD 20899, USA

  59. Hard to See, Hard to Label: Generative and Symbolic Acquisition for Subtle Visual Phenomena

    Apr 24, 2026Renjith Prasad, Rishabh Sharma, Andrew E. Shao +8Pixel-Level AnnotationPool-Based Active Learning

    University of South Carolina · AI Research Lab, HPE Labs, Hewlett Packard Enterprise · Indian AI Research Organization +1

  60. Autonomous Reliability Qualification of Ga2_2O3_3-based Hydrogen and Temperature Sensors via Safe Active Learning

    Apr 22, 2026Davi Febba, William A. Callahan, Anna Sacchi +1Hydrogen System ComponentsDegradation

    Materials Science Center, National Laboratory of the Rockies (NLR), Golden, CO 80401, USA