Meta-Learning

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  1. MetaLearnNCA: Few-Shot Offline Meta-Learning via Interacting Neural Cellular Automata

    Oct 6, 2026Etienne Guichard, Stefano NicheleMeta-LearningNeural Cellular Automata

  2. A Hybrid Approach to Malware Detection: Integrating Few-Shot Model-Agnostic Meta-Learning with Autoencoders

    Oct 1, 2026Emmanuela Andam, Yasir Abbas Zaidi, Abdelali Hadir +2MalwareMeta-Learning

  3. Metacognitive Reasoning in Energy Based Models using Instance Based Learning Theory

    Sep 30, 2026Tailia Malloy, Prateek Kumar Rajput, Serge Lionel Nikiema +2MetacognitionMeta-Learning

  4. Scouting the Dynamics Gap: Test-Time Policy Adaptation via Action-Outcome Feedback

    Sep 28, 2026Yishu Li, Liyuan Geng, Xinyi Mao +2Robot PoliciesMeta-Learning

  5. DGS-MLDG: Domain Gradient Surgery Guided Meta-Learning for Domain Generalization in Speech Deepfake Detection

    Sep 27, 2026Siqing Qin, Kong Aik Lee, Youzhi Tu +2Multimodal Domain GeneralizationMeta-Learning

  6. Online Task Adaptation via Self-Organisation

    Sep 24, 2026Krsto ProrokovićEfficient Task AdaptationNeural Cellular Automata

  7. NPBoost: Neural Processes with Gradient-Boosted Fixed Effects

    Sep 23, 2026Andrea Nava, Ken Rölli, Armin Begic +1Meta-LearningNeural Processing Units

  8. CORE-STACK+: Meta-Learning for Deep Stacked Generalization

    Sep 22, 2026Noor Islam S. MohammadEnsembleMeta-Learning

  9. Meta-learning accelerates detector design optimization

    Sep 22, 2026Maxim Borisyak, Nikita Gladin, Andrey UstyuzhaninMeta-Learning

  10. A Lightweight Plastic-Memory Framework for Graph Few-Shot Class-Incremental Learning

    Sep 22, 2026Zihan Mei, Zhili Qin, Tongze Zhang +3Class-Incremental LearningFew-Shot Learning

  11. PAC-Bayesian Meta-Learning for Few-Shot Identification of Linear Dynamical Systems

    Sep 21, 2026Chenfeng Huang, George MichailidisSystem IdentificationMeta-Learning

  12. Adaptive Distributed Physical-Layer Authentication and Attack Detection in 6G Non-Terrestrial Networks via Causal Meta-Learning

    Sep 10, 2026Parsa Rajabi, Mohammad Reza Abedi, Nader Mokari +2Meta-LearningDoppler Velocity Log

  13. Meta-Learning for Classifier Selection in Image Datasets: A Feature-Driven Framework for Accuracy Prediction

    Sep 10, 2026Zahra Nabizadeh_Shahre_Babak, Farzaneh Koohestani, Nader Karimi +2Image ClassificationVision Datasets

  14. Meta-Learning for Data-Efficient Plant Growth Estimation via Vision Transformers and Fuzzy Clustering

    Sep 9, 2026Sheikh Hasan Elahi, Rusith Chamara Hathurusinghe Dewage, Habib Ullah +3Few-Shot LearningMeta-Learning

  15. Meta-LinEXP3: Online-within-Online Learning for Adversarial Linear Contextual Bandits

    Sep 9, 2026Hao Li, Jie Xu, Zheng XieContextual Bandit FrameworkMeta-Learning

  16. LeCor: Learning to Be Corrected by Meta-Learned Test-Time Training for Interactive 3D Lung-Tumour Segmentation

    Sep 8, 2026Yi Luo, Yike Guo, Wenxuan Li +3RadiotherapyTest-Time Training

  17. Comment on "Modeling rapid language learning by distilling Bayesian priors into artificial neural networks"

    Aug 13, 2026Orr Well, Idan Tarshish, Nur Lan +1Bayesian Neural NetworksMeta-Learning

  18. Federated Compositional Muon Optimizer for Matrix-Wise Models

    Aug 13, 2026Wang Yan, Feihu HuangMuonStochastic Optimization

  19. Normal-Anchored First-Order Model-Agnostic Meta-Learning based Whisper Fine-Tuning for Enhancing Fairness of Cleft Lip and Palate Speech Recognition

    Jul 31, 2026Susmita Bhattacharjee, Jagabandhu Mishra, H. S. Shekhawat +2Whisper-Large-V3Automatic Speech Recognition

  20. MetaKoopman: Bayesian Meta-Learning of Koopman Operators for Modeling Structured Dynamics under Distribution Shifts

    Jul 28, 2026Mahmoud Selim, Sriharsha Bhat, Karl H. JohanssonKoopman OperatorModel Predictive Control

  21. Leak-Free Cross-Validated Stacking with Per-Architecture Calibration for Sand-Boil Segmentation in Earthen Levees

    Jul 28, 2026Padam Jung Thapa, Anav Katwal, Ayon Dey +4Cross ValidationWater

  22. Variational meta-learning inference for low dimensional neural system identification

    Jul 21, 2026Matteo Rufolo, Dario Piga, Marco ForgioneSystem IdentificationVariational Inference

  23. From Trajectories to Instructions: Language-Conditioned Meta-Reinforcement Learning

    Jul 21, 2026Garvit Singla, Uma Maheswari Natarajan, Raghuram Bharadwaj DiddigiMeta-LearningGoal-Conditioned Reinforcement Learning

  24. Miles: Metric Learning with Expandable Subspace for Pre-Trained Model-Based Class-Incremental Learning

    Jul 20, 2026Kai Jiang, Zisong Lin, Hongyuan Zhang +2Class-Incremental LearningMeta-Learning

  25. Retrieval-Augmented Interpretable Learning: Towards Task-Specific Zero-Shot Models in Healthcare

    Jul 20, 2026Sazan Mahbub, Caleb N. Ellington, Zhiyuan Li +4Clinical PredictionInterpretability

  26. MTSSL: Meta-Thresholding Semi-Supervised Learning

    Jul 17, 2026Shuyang Liu, Ziang Zeng, Ruiqiu Zheng +4Semi-Supervised LearningMeta-Learning

  27. Meta-Learning Preferences for Multilingual LLM Alignment

    Jul 14, 2026Jiaying Lin, Seongho Son, Nam Phuong Tran +3Large Language Model AlignmentMotion-Language Alignment

  28. Privacy-Aware Collaborative and Distributed Bayesian Optimization

    Jul 13, 2026Aditya Rane, Sathwik Yamana, Paritosh Ramanan +2Decentralized OptimizationBayesian Optimization

  29. Efficient Long-Horizon Learning for Learned Optimization

    Jul 7, 2026Xiaolong Huang, Benjamin Thérien, James Harrison +1Meta-LearningAdaptive Optimizers

  30. PulmoSight-XAI: An Explainable Multi-View Attention Ensemble with Gradient Boosting Meta-Learning for Multi-Label Chest X-Ray Classification

    Jul 5, 2026Moshiur Rahman, Shafqat Alam, Tasnia Binte MamunChest X-RayMedical Image Classification

  31. Labeled-Data-Free Meta-Learning: Efficient Task Generation Using Pre-trained Models and Unlabeled Data

    Jul 3, 2026Lei Sun, Yusuke Tanaka, Tomoharu IwataMeta-LearningUnlabeled Data

  32. Pmeta-TLA: Backdoor Attacks for Speech Classification Models via Meta-Learning with Timbre Leakage Attack

    Jul 2, 2026Yueming Huang, Wenhan Yao, Fen Xiao +2Clean Label Backdoor AttackSpeaker

  33. Few-Shot Open-Set Audio Classification Using Attention Information-Fused Prototypes

    Jul 1, 2026Yanxiong Li, Jiaxin Tan, Qianqian Li +3Neural AudioMeta-Learning

  34. Human-Machine Collaboration on Generative Meta-Learning: Model and Algorithm

    Jul 1, 2026Midhun Parakkal Unni, Samuel KaskiMeta-LearningReinforcement Learning From Human Feedback

  35. Halt Fast! Early Stopping for Certified Robustness

    Jun 26, 2026Andrew C. Cullen, Paul Montague, Benjamin I. P. RubinsteinRobustness VerificationSmoothing

  36. Meta-learning as a principle for human-like visual representations

    Jun 24, 2026Can Demircan, Marcel Binz, Alireza Modirshanechi +1Meta-LearningVisual Representations

  37. Learning Dynamical Systems from Multiple Sparse Datasets: A Hierarchical Bayesian Modeling Approach

    Jun 23, 2026Cristian Brugnara, Lea Multerer, Marco Forgione +1System IdentificationDynamical Systems

  38. Selective Time Series Forecasting via Metalearning

    Jun 22, 2026Ricardo Inácio, Vitor Cerqueira, Marília Barandas +1Time Series ForecastingTime Series

  39. Exploring Dualistic Meta-Learning to Enhance Domain Generalization in Open Set Scenarios

    Jun 22, 2026Xiran Wang, Jian Zhang, Lei Qi +2Multimodal Domain GeneralizationOpen-Set Recognition

  40. A Guide to Estimating Conditional Average Treatment Effects in Competing Risks Settings

    Jun 8, 2026Daniel Klippert, Sarah Friedrich, Markus PaulyHeterogeneous Treatment EffectsSurvival Analysis

  41. Robotic Policy Adaptation via Weight-Space Meta-Learning

    Jun 5, 2026Christian Bianchi, Siamak Yousefi, Alessio Sampieri +4Robot PoliciesRobotic Manipulation

  42. Learning to Route LLMs from Implicit Cost-Performance Preferences via Meta-Learning

    Jun 4, 2026Jiahao Zeng, Ming Tang, Ningning DingLarge Language Model RoutingMeta-Learning

  43. R-APS: Compositional Reasoning and In-Context Meta-Learning for Constrained Design via Reflective Adversarial Pareto Search

    Jun 3, 2026João Pedro Gandarela, Thiago Rios, Stefan Menzel +1Large Language Model PlanningAgentic Reasoning

  44. Bayesian meta-learning for modeling Alzheimer's disease progression

    Jun 1, 2026Clara Hoffmann, Nadja KleinAlzheimerReadmission Prediction

  45. Provable Data Scaling Law for Meta Learning via Complexity Minimization

    Jun 1, 2026Kazuto Fukuchi, Ryuichiro Hataya, Kota MatsuiMeta-LearningPretraining

  46. UME: A Unified Meta-Generalization Framework for Cross-Domain ETA

    May 31, 2026Duo Wang, Qiong Wu, Jianguo Wu +9Meta-LearningUnified Framework

  47. On the Difficulty of Learning a Meta-network for Training Data Selection

    May 30, 2026Zilin Du, Junqi Zhao, Boyang Albert LiMeta-LearningTraining Data

  48. S3^3LDBO: A Snapshot Single-Loop Algorithm for Decentralized Bilevel Optimization

    May 29, 2026Chao Yin, Youran Dong, Shiqian Ma +2Bilevel OptimizationMeta-Learning

  49. On the Structural (Dis)Agreement of Landscape Representations in Black-Box Optimization

    May 27, 2026Sara Gjorgjieva, Eva Tuba, Barbara Koroušić Seljak +2Black-Box OptimizationOptimization Landscape

  50. Model Unlearning Objectives Vary for Distinct Language Functions

    May 26, 2026Berk Atil, Vipul Gupta, Rebecca J. PassonneauLarge Language Model UnlearningLarge Language Model Safety

  51. Beyond Differences: Doubly Robust Meta-Learners for Ratio-Based Treatment Effects

    May 25, 2026Michael Fuchs, Dominik KreissHeterogeneous Treatment EffectsRatio

  52. Learning to Evaluate: Cost-Effective Model Evaluation on Unlabeled Data with Meta-Learning

    May 22, 2026Trinh Pham, Viet Huynh, Hongzhi Yin +2Model EvaluationUnlabeled Data

  53. Meta-Learning for Rapid Adaptation in Reference Tracking of Uncertain Nonlinear Systems

    May 21, 2026Jiaqi Yan, Ankush Chakrabarty, Niklas Schmid +2Meta-LearningSystem Identification

  54. Nonparametric Learning and Earning with One-Point Feedback under Nonstationarity

    May 20, 2026Xiangyu Yang, Feng Xu, Jian-Qiang Hu +1Dynamic PricingNon-Stationarity