Meta-Learning

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  1. Seeking the Unfamiliar but Memorable: Conceptual Creativity as Meta-Learning

    May 15, 2026Mengye RenCreativityGenerative Models

  2. Croissant Baker: Metadata Generation for Discoverable, Governable, and Reusable ML Datasets

    May 14, 2026Rafi Al Attrach, Rajna Fani, Sebastian Lobentanzer +17Benchmark DatasetsMetadata

  3. MetaMoE: Diversity-Aware Proxy Selection for Privacy-Preserving Mixture-of-Experts Unification

    May 14, 2026Weisen Jiang, Shuhao Chen, Sinno Jialin PanMixture-of-Experts ModelsTraining Data

  4. Does language matter for spoken word classification? A multilingual generative meta-learning approach

    May 13, 2026Batsirayi Mupamhi Ziki, Louise Beyers, Ruan van der MerweMultilingual Language ModelsEnglish

  5. MetaColloc: Optimization-Free PDE Solving via Meta-Learned Basis Functions

    May 12, 2026Zichuan YangPartial Differential Equation BenchmarksPartial Differential Equations

  6. BabelDOC: Better Layout-Preserving PDF Translation via Intermediate Representation

    May 11, 2026Qi Yang, Xiangyao Ma, Xiao Wang +2Visual Document RetrievalDocumentation

  7. Real vs. Semi-Simulated: Rethinking Evaluation for Treatment Effect Estimation

    May 11, 2026George PanagopoulosHeterogeneous Treatment EffectsSemiparametric Framework

  8. LLM-Driven Performance-Space Augmentation for Meta-Learning-Based Algorithm Selection

    May 10, 2026Darren Zhu, Daren LerMeta-LearningSynthetic Data Augmentation

  9. Inverse Design of Metainterfaces for Static Friction Control: Beyond the Hertzian Limit

    May 10, 2026Jacopo Bilotto, Arnav Singhal, Joaquin Garcia-Suarez +3FrictionInverse Design

  10. From Regression to Inference: Meta-Learning Predictors for Neural Architecture Search

    May 10, 2026Liping Deng, MingQing XiaoNeural Architecture SearchMeta-Learning

  11. A Prompt-Aware Structuring Framework for Reliable Reuse of AI-Generated Content in the Agentic Web

    May 10, 2026Shusaku Egami, Masahiro HamasakiAi-GeneratedModular Agentic Framework

  12. PRIM: Meta-Learned Bayesian Root Cause Analysis

    May 9, 2026Christopher Lohse, Anish Dhir, Amadou Ba +3Root Cause AnalysisMeta-Learning

  13. SkillSelect-Serve: QoS-Aware Budgeted Skill Service Recommendation for LLM Agents

    May 8, 2026Jingyuan Zheng, Dongjing Wang, Xin Zhang +7Reusable Agent SkillsLarge Language Model Agents

  14. RRCM: Ranking-Driven Retrieval over Collaborative and Meta Memories for LLM Recommendation

    May 8, 2026Shijun Li, Wooseong Yang, Yu Wang +2MetadataCollaboration

  15. Vidya: An AI-Driven Modular Pipeline for Archival Automation and Semantic Metadata Enrichment

    May 7, 2026Cloter Migliorini Filho, Julia Graciela Machado, Edson Armando Silva +1Large Language Model PipelinesMetadata

  16. AstroAlertBench: Evaluating the Accuracy, Reasoning, and Honesty of Multimodal LLMs in Astronomical Classification

    May 7, 2026Claire Chen, Jiabao Sean Xiao, Shuze Daniel Liu +7Multimodal BenchmarksMultimodal Classification

  17. Meta-learning for sample-efficient Bayesian optimisation of fed-batch processes

    May 6, 2026Becky Langdon, Gabriel D. Patrón, Chrysoula D. Kappatou +6Bayesian OptimizationChemical Process Systems

  18. Text Corpora as Concept Fields: Black-Box Hallucination and Novelty Measurement

    May 6, 2026Nicholas S. Kersting, Vittorio Castelli, Chieh Ting Yeh +2Text CorporaContextual Grounding

  19. Learning the Channel Gain from Anywhere to Anywhere via Cross-environment Transformer Estimators

    May 6, 2026Prasenjit Dhara, Daniel RomeroJoint Channel EstimationHigh-Fidelity Radio Map Construction

  20. Learn-To-Learn on Arbitrary Textual Conditioning: A Hypernetwork-Driven Meta-Gated LLM

    May 3, 2026Luo Ji, Qi Qin, Ningyuan Xi +3Meta-LearningLarge Language

  21. NoiseRater: Meta-Learned Noise Valuation for Diffusion Model Training

    May 2, 2026Fang Wu, Haokai Zhao, Da Xing +17Meta-LearningImagenet

  22. FeedbackLLM: Metadata driven Multi-Agentic Language Agnostic Test Case Generator with Evolving prompt and Coverage Feedback

    May 2, 2026Kushal Jasti, Tejamani Prashanth Sahu, Rishitha Pentyala +2Test GenerationLarge Language Models(Llms

  23. Finding Hidden Relationships Between Medical Concepts by Leveraging Metamap and Text Mining Techniques

    Apr 30, 2026Weikang Yang, S M Mazharul Hoque Chowdhury, Wei JinData MiningClinical Notes

  24. METASYMBO: Multi-Agent Language-Guided Metamaterial Discovery via Symbolic Latent Evolution

    Apr 30, 2026Jianpeng Chen, Wangzhi Zhan, Dongqi Fu +5MetamaterialsMeta

  25. Unifying biomedical knowledge in a modern multimodal graph

    Apr 29, 2026Lucas Vittor, Ayush Noori, Iñaki Arango +5Biomedical Knowledge GraphBiomedical Knowledge

  26. Meta-Learning and Targeted Differential Privacy to Improve the Accuracy-Privacy Trade-off in Recommendations

    Apr 29, 2026Peter Müllner, Dominik Kowald, Markus Schedl +1Differential PrivacyEfficient Privacy Loss

  27. Compositional Meta-Learning for Mitigating Task Heterogeneity in Physics-Informed Neural Networks

    Apr 29, 2026Beomchul Park, Minsu Koh, Heejo Kong +1Conventional Physics-Informed Neural NetworksPartial Differential Equation Benchmarks

  28. MetaSR: Content-Adaptive Metadata Orchestration for Generative Super-Resolution

    Apr 29, 2026Jiaqi Guo, Mingzhen Li, Haohong Wang +1Generative Super-ResolutionUltra-Low Bitrates

  29. Data-Driven Hamiltonian Reduction for Superconducting Qubits via Meta-Learning

    Apr 27, 2026Arielle Sanford, Andrew T. Kamen, Frederic T. Chong +1HamiltonianQubit

  30. MetaGAI: A Large-Scale and High-Quality Benchmark for Generative AI Model and Data Card Generation

    Apr 26, 2026Haoxuan Zhang, Ruochi Li, Yang Zhang +4Generative Artificial IntelligenceDocumentation

  31. MetaErr: Towards Predicting Error Patterns in Deep Neural Networks

    Apr 25, 2026Varun Totakura, Shayok ChakrabortyDeep LearningReward-Prediction Error

  32. Mochi: Aligning Pre-training and Inference for Efficient Graph Foundation Models via Meta-Learning

    Apr 23, 2026João Mattos, Arlei SilvaGraph Foundation ModelWireless Foundation Models

  33. Model-Agnostic Meta Learning for Class Imbalance Adaptation

    Apr 20, 2026Hanshu Rao, Guangzeng Han, Xiaolei HuangExtreme Class ImbalanceClass Imbalance

  34. Bridge-Centered Metapath Classification Using R-GCN-VGAE for Disaster-Resilient Maintenance Decisions

    Apr 20, 2026Takato YasunoDisastersBridge

  35. Path-Based Quantum Meta-Learning for Adaptive Optimization of Reconfigurable Intelligent Surfaces

    Apr 20, 2026Noha Hassan, Xavier Fernando, Halim YanikomerogluReconfigurable Intelligent SurfacesQuantum Advantage

  36. MAPLE: A Meta-learning Framework for Cross-Prompt Essay Scoring

    Apr 19, 2026Salam Albatarni, May Bashendy, Sohaila Eltanbouly +1Automated Essay ScoringMeta-Learning

  37. The Moltbook Observatory Archive: an incremental dataset of agent-only social network activity

    Apr 16, 2026Sushant Gautam, Annika W. Olstad, Klas H. Pettersen +1Social MediaEmergence

  38. MetaDent: Labeling Clinical Images for Vision-Language Models in Dentistry

    Apr 16, 2026Meng-Xun Li, Wen-Hui Deng, Zhi-Xing Wu +6Medical Vision-Language ModelsMultimodal Benchmarks

  39. Hardening x402: PII-Safe Agentic Payments via Pre-Execution Metadata Filtering

    Apr 13, 2026Vladimir StantchevPayment NetworksMetadata

  40. Learning to Learn-at-Test-Time: Language Agents with Learnable Adaptation Policies

    Apr 1, 2026Zhanzhi Lou, Hui Chen, Yibo Li +2Optimal PoliciesSingle-Agent Baselines

  41. MetaTune: Adjoint-based Meta-tuning via Robotic Differentiable Dynamics

    Mar 28, 2026Xiexin Peng, Bingheng Wang, Tao Zhang +2Adaptive ControllerMeta-Learning

  42. A novel network for classification of cuneiform tablet metadata

    Mar 4, 2026Frederik HagelskjærCertified Point-CloudRotation-Invariant Descriptors

  43. QQ: A Language Metadata Toolkit for Multilingual NLP

    Feb 28, 2026Wessel Poelman, Yiyi Chen, Miryam de LhoneuxMetadataEnglish

  44. Universal Algorithm-Implicit Learning

    Feb 16, 2026Stefano Woerner, Seong Joon Oh, Christian F. BaumgartnerMeta-Learning

  45. Meta-Learning-Assisted Constraint Relaxation for Constrained Black-Box Optimization

    Jan 31, 2026Sijie Ma, Zeyuan Ma, Yue-Jiao Gong +1Black-Box OptimizationOptimal Policies

  46. ShardMemo: Scope-Before-Routing for Agentic Memory Retrieval

    Jan 29, 2026Yang Zhao, Chengxiao Dai, Mengying Kou +2Agent MemoryAgentic Tool Use

  47. MAPLE: Metadata Conditioned LLM Pretraining for Locale-Aware Question Answering

    Jan 21, 2026Anjishnu Mukherjee, Ziwei Zhu, Antonios AnastasopoulosMultilingual Financial Question AnsweringMetadata

  48. KernelEvolve: Scaling Agentic Kernel Coding for Heterogeneous AI Accelerators at Meta

    Dec 29, 2025Gang Liao, Hongsen Qin, Ying Wang +36AcceleratorLarge-Scale Recommendation Systems

  49. DualHNIE: Dual-Channel Hypergraph Learning for Node Importance Estimation in Heterogeneous Knowledge Graphs

    Dec 13, 2025Jiawen Chen, Yanyan He, Qi Shao +4HypergraphsKnowledge Graphs

  50. MetaCaDI: A Meta-Learning Framework for Causal Discovery from Multiple Environments with Unknown Interventions

    Oct 25, 2025Hans Jarett Ong, Yoichi Chikahara, Tomoharu IwataCausal Foundation ModelsCausal Graph

  51. MetaBreak: Jailbreaking Online LLM Services via Special Token Manipulation

    Oct 11, 2025Wentian Zhu, Zhen Xiang, Wei Niu +1Large Language Model JailbreaksPrompt-Level Mitigations

  52. CoDoL: Conditional Domain Prompt Learning for Out-of-Distribution Generalization

    Sep 18, 2025Min Zhang, Yuyin Wang, Zhongxiang Dai +4Large Vision Language ModelsMeta-Learning

  53. Meta-learning ecological priors from large language models explains human learning and decision making

    Aug 28, 2025Akshay K. Jagadish, Mirko Thalmann, Julian Coda-Forno +2Cognitive ScienceMeta-Learning

  54. LLM-Assisted Semantic Alignment and Integration in Collaborative Model-Based Systems Engineering Using SysML v2

    Aug 22, 2025Zirui Li, Stephan Husung, Haoze WangGeo-Contextual AlignmentCollaboration

  55. Through the Looking Glass: A Dual Perspective on Weakly-Supervised Few-Shot Segmentation

    Aug 22, 2025Jiaqi Ma, Guo-Sen Xie, Fang Zhao +1Few-Shot SegmentationMeta-Learning

  56. MetaTT: A Global Tensor-Train Adapter for Parameter-Efficient Fine-Tuning

    Jun 10, 2025Javier Lopez-Piqueres, Pranav Deshpande, Archan Ray +3Parameter-Efficient Fine-TuningParameter-Efficient Adaptation

  57. MAME: Multidimensional Adaptive Metamer Exploration with Human Perceptual Feedback

    Mar 17, 2025Mina Kamao, Hayato Ono, Ayumu Yamashita +2Visual PerceptionPerceptual Understanding

  58. DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks

    Mar 12, 2025Wei Cui, Tongzi Wu, Jesse C. Cresswell +2Meta-LearningFew-Shot Learning

  59. From system models to class models: An in-context learning paradigm

    Aug 25, 2023Marco Forgione, Filippo Pura, Dario PigaSystem IdentificationIn-Context Learning

  60. Ensemble Learning Based Classification Algorithm Recommendation

    Jan 15, 2021Guangtao Wang, Qinbao Song, Xiaoyan Zhu +1EnsembleSequential Recommendation