Active Learning

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10 papers in the last 28 days · 0.2% of indexed attention

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Period ending 2026-09-21

3 new papers

A weekly snapshot of new work published in Active Learning.

Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Active Learning.

Period ending 2026-09-07

4 new papers

A weekly snapshot of new work published in Active Learning.

124 papers

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

    Jun 6, 2026Shao-An Yin, Jiacong Li, Tianpei Xie +3Active LearningLinear Contextual Bandits

  2. 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

  3. ALINC: Active Learning for Inductive Node Classification via Graph Sampling

    Jun 3, 2026Pascal Plettenberg, Denis Huseljic, André Alcalde +2Graph Representation LearningActive Learning

  4. Stein Kernelized Molecular Dynamics for Active Learning of Interatomic Potentials

    Jun 2, 2026Joanna Zou, Fraser Birks, Dallas Foster +1Interatomic PotentialsMolecular Dynamics

  5. Finding Needles in the Haystack: Transductive Active Labeling in Ecology

    Jun 2, 2026Rupa Kurinchi-Vendhan, Sara BeeryActive LearningTransductive Active Labeling

  6. FACT: A Simple and Efficient Framework for Active Finetuning

    Jun 1, 2026Wenshuai Xu, You Song, Yuzhuo Cui +3Parameter-Efficient Fine-TuningFinetuning

  7. PALTO: Physics-Informed Active Learning for Tri-Gate FinFET Design Optimization for Vertical Power Delivery

    May 31, 2026Ayoub Sadeghi, Leonid Popryho, Inna Partin-VaisbandField-Programmable Gate ArraysActive Learning

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

    May 30, 2026Jiancheng Zhang, Meiqing Li, Qi Zhang +1Active LearningExtreme Class Imbalance

  9. Distributed GNEP Algorithms without Multiplier Sharing and Applications to Multi-Robot Coordination and Contextual Bandit-Based Active Learning

    May 30, 2026Shao-An YinMulti-Agent Reinforcement LearningNash Equilibrium

  10. Active Timepoint Selection for Learning Measure-Valued Trajectories

    May 28, 2026Nicolas Huynh, Mihaela van der SchaarActive LearningUncertainty-Aware Inference

  11. Active Continual Learning with Metaplastic Binary Bayesian Neural Networks

    May 28, 2026Kellian Cottart, Théo Ballet, Djohan Bonnet +1Active LearningBayesian Neural Networks

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

    May 28, 2026Mufan Xu, Kehai Chen, Jiahao Hu +4Emotional SupportActive Learning

  13. Active Query Synthesis for Preference Learning

    May 25, 2026Namrata Nadagouda, Nauman Ahad, Maegan Tucker +1Preference LearningActive Learning

  14. 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

  15. Active Learning for Stochastic Contextual Linear Bandits

    May 24, 2026Emma Brunskill, Ishani Karmarkar, Zhaoqi LiLinear Contextual BanditsActive Learning

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

    May 23, 2026Tomer Lavi, Bracha Shapira, Nadav RappoportGradient Boosted TreeTabular Data

  17. LLM-AutoSciLab: Closed-Loop Scientific Discovery via Active Experimentation with LLMs

    May 21, 2026Sanchit Kabra, Nikhil Abhyankar, Saaketh Desai +2Scientific DiscoveryDrug Discovery

  18. 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 +2Active LearningUnlabeled Data

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

    May 20, 2026Alicja Polanska, Lorenzo Zanisi, Vignesh Gopakumar +1Neural OperatorsActive Learning

  20. Cumulative Meta-Learning from Active Learning Queries for Robustness to Spurious Correlations

    May 20, 2026Kin Whye Chew, Jingxian WangActive LearningMeta-Learning

  21. LEAP: A closed-loop framework for perovskite precursor additive discovery

    May 18, 2026Xin-De Wang, Zhi-Rui Chen, Ze-Feng Gao +3Vast Chemical SpacePhotovoltaic

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

    May 14, 2026Leonardo Ferreira Guilhoto, Akshat Kaushal, Paris PerdikarisActive LearningRobust Multimodal Learning

  23. Are Candidate Models Really Needed for Active Learning?

    May 14, 2026Harshini Mridula Mohan, Maanya Manjunath, Vipul Arya +2Active LearningConvolutional Neural Networks

  24. Active Learners as Efficient PRP Rerankers

    May 14, 2026Jeremías Figueiredo Paschmann, Juan Kaplan, Francisco Nattero +3RerankingRanking

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

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

  26. AcquisitionSynthesis: Targeted Data Generation using Acquisition Functions

    May 13, 2026Ishika Agarwal, Sofia Stoica, Emre Can Acikgoz +4Synthetic DataData Generation

  27. Learning U-Statistics with Active Inference

    May 12, 2026Xiaoning Wang, Yuyang Huo, Liuhua Peng +1Generalized U-StatisticsStatistical Inference

  28. An Explainable AI Assistant for Introductory Programming Education: Improving Feedback Reliability with Instructor-AI Collaboration

    May 12, 2026Muntasir Hoq, Griffin Pitts, Bradford Mott +6TutorsPedagogy

  29. Active Learning for Gaussian Process Regression Under Self-Induced Boltzmann Weights

    May 11, 2026Jixiang Qing, Henry Moss, Matthias SachsGaussian ProcessActive Learning

  30. Portable Active Learning for Object Detection

    May 11, 2026Rashi Sharma, Justin Timothy C. Bersamin, Karthikk SubramanianObject DetectionActive Learning

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

    May 11, 2026Qingchao Jiang, Zhenxuan Hou, Zhiying Zhu +3Synthetic Image DetectionDetection Performance

  32. 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 TrackingActive Learning

  33. SMT-Based Active Learning of Weighted Automata

    May 8, 2026Tiago Ferreira, Kevin Batz, Alexandra SilvaAutomataActive Learning

  34. Physics-based Digital Twins for Integrated Thermal Energy Systems Using Active Learning

    May 7, 2026Umme Mahbuba Nabila, Paul Seurin, Linyu Lin +1Digital TwinsHvac Control

  35. Active Learning for Communication Structure Optimization in LLM-Based Multi-Agent Systems

    May 7, 2026Huchen Yang, Xinghao Dong, Dan Negrut +1Multi-Agent SystemsCommunication Efficiency

  36. Non-Myopic Active Feature Acquisition via Pathwise Policy Gradients

    May 6, 2026Linus Aronsson, Morteza Haghir ChehreghaniActive Learning

  37. Active Learning for Conditional Generative Compressed Sensing

    May 6, 2026Alexander DeLise, Nick DexterSparse RecoveryGenerative Models

  38. Pretrained Model Representations as Acquisition Signals for Active Learning of MLIPs

    May 5, 2026Eszter Varga-Umbrich, Shikha Surana, Paul Duckworth +3Interatomic PotentialsActive Learning

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

    May 4, 2026Mohamadsadegh Khosravani, Sandra ZillesActive LearningGradient-Based Optimization

  40. Active multiple matrix completion with adaptive confidence sets

    May 4, 2026Andrea Locatelli, Alexandra Carpentier, Michal ValkoTensor CompletionActive Learning

  41. Exploring Entropy-based Active Learning for Fair Brain Segmentation

    May 3, 2026Ghazal Danaee, Mélanie Gaillochet, Christian Desrosiers +2Fairness-Aware LearningMedical Image Segmentation

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

    May 1, 2026Phuong Ngoc Nguyen, Kaito Shiku, Ryoma Bise +2Active LearningFine-Grained Perception

  43. Trident: Improving Malware Detection with LLMs and Behavioral Features

    Apr 30, 2026Rebecca Saul, Jingzhi Jiang, Elliott Chia +1Malware DetectionProgram Analysis

  44. Learning to Think from Multiple Thinkers

    Apr 27, 2026Nirmit Joshi, Roey Magen, Nathan Srebro +2Chain-of-Thought ReasoningActive Learning

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

    Apr 26, 2026William RatcliffPhysics-Informed Machine LearningAutoresearch

  46. An Analysis of Active Learning Algorithms using Real-World Crowd-sourced Text Annotations

    Apr 25, 2026Varun Totakura, Ankita Singh, Yushun Dong +1Active LearningUnlabeled Data

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

    Apr 24, 2026Renjith Prasad, Rishabh Sharma, Andrew E. Shao +8Active LearningPseudo-Labeling

  48. 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 Multi-Energy SystemsActive Learning

  49. RADS: Reinforcement Learning-Based Sample Selection Improves Transfer Learning in Low-resource and Imbalanced Clinical Settings

    Apr 22, 2026Wei Han, David Martinez, Anna Khanina +2Active LearningTransfer Learning

  50. Energy-Based Open-Set Active Learning for Object Classification

    Apr 22, 2026Zongyao Lyu, William J. BeksiActive LearningOpen-Set Recognition

  51. RareSpot+: A Benchmark, Model, and Active Learning Framework for Small and Rare Wildlife in Aerial Imagery

    Apr 21, 2026Bowen Zhang, Jesse T. Boulerice, Charvi Mendiratta +4Aerial ImageryBird

  52. When Active Learning Falls Short: An Empirical Study on Chemical Reaction Extraction

    Apr 21, 2026Simin Yu, Sufia FathimaReactionActive Learning

  53. Human-Machine Co-Boosted Bug Report Identification with Mutualistic Neural Active Learning

    Apr 20, 2026Guoming Long, Shihai Wang, Hui Fang +1BugActive Learning

  54. Bayesian Active Learning with Gaussian Processes Guided by LLM Relevance Scoring for Dense Passage Retrieval

    Apr 20, 2026Junyoung Kim, Anton Korikov, Jiazhou Liang +5RelevanceActive Learning

  55. From Subsumption to Satisfiability: LLM-Assisted Active Learning for OWL Ontologies

    Apr 17, 2026Haoruo Zhao, Wenshuo Tang, Duncan Guthrie +3OntologyActive Learning

  56. Boundary-Centric Clip-Budgeted Active Learning for Temporal Action Segmentation

    Apr 16, 2026Halil Ismail Helvaci, Sen-ching Samson CheungTemporal Action SegmentationActive Learning

  57. Do We Still Need Humans in the Loop? Human vs. LLM Annotation in Active Learning for TikTok Hate Speech Detection

    Apr 15, 2026Ahmad Dawar Hakimi, Lea Hirlimann, Isabelle Augenstein +1Human AnnotationsHate Speech

  58. Quality-Controlled Active Learning via Gaussian Processes for Robust Structure-Property Learning in Autonomous Microscopy

    Mar 31, 2026Jawad Chowdhury, Ganesh Narasimha, Jan-Chi Yang +2Active LearningPhysics-Informed Machine Learning

  59. Active learning for data-driven reduced models of parametric differential systems with Bayesian operator inference

    Dec 30, 2025Shane A. McQuarrie, Mengwu Guo, Anirban ChaudhuriReduced-Order ModelsProbabilistic Operator Learning

  60. Combining Discrepancy-Confusion Uncertainty and Calibration Diversity for Active Fine-Grained Image Classification

    Sep 29, 2025Yinghao Jin, Xi YangActive LearningFine-Grained Perception