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Machine Learning
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Learning Paradigms
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Meta-Learning
722 directly classified papers
Papers per year
2008: 1
2009: 1
2010: 4
2011: 1
2012: 2
2013: 1
2014: 2
2015: 1
2016: 1
2017: 8
2018: 25
2019: 52
2020: 95
2021: 117
2022: 135
2023: 104
2024: 97
2025: 70
2026: 5
Papers
Test-Time Adaptation for Video Highlight Detection Using Meta-Auxiliary Learning and Cross-Modality Hallucinations
WACV 2026
SAPO: Self-Adaptive Process Optimization Makes Small Reasoners Stronger
AAAI 2026
AdaCuRL: Adaptive Curriculum Reinforcement Learning with Invalid Sample Mitigation and Historical Revisiting
AAAI 2026
High-Rate Mixout: Revisiting Mixout for Robust Domain Generalization
WACV 2026
MRACL: Multi-Reward Space Guided Adaptive Curriculum Reinforcement Learning for LLMs
AAAI 2026
Task-driven Image Fusion with Learnable Fusion Loss
CVPR 2025
MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition
EMNLP 2025
Efficiently Escaping Saddle Points in Bilevel Optimization
JMLR 2025
Mixtures of In-Context Learners
ACL 2025
Comparative Analysis of Demonstration Selection Algorithms for In-Context Learning in Large Language Models (Student Abstract)
AAAI 2025
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
EMNLP 2025
EvoAgentX: An Automated Framework for Evolving Agentic Workflows
EMNLP 2025
HyperNVD: Accelerating Neural Video Decomposition via Hypernetworks
CVPR 2025
MetaWriter: Personalized Handwritten Text Recognition Using Meta-Learned Prompt Tuning
CVPR 2025
Gödel Agent: A Self-Referential Agent Framework for Recursively Self-Improvement
ACL 2025
Learning to Generalize without Bias for Open-Vocabulary Action Recognition
ICCV 2025
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations
ACL 2025
Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains
EMNLP 2025
Rapid Word Learning Through Meta In-Context Learning
EMNLP 2025
Table-LLM-Specialist: Language Model Specialists for Tables using Iterative Fine-tuning
EMNLP 2025
Personalized Dynamic Music Emotion Recognition with Dual-Scale Attention-Based Meta-Learning
AAAI 2025
Hypernetwork Approach to Bayesian MAML (Student Abstract)
AAAI 2025
Positive Experience Reflection for Agents in Interactive Text Environments
ACL 2025
Dual Reciprocal Learning of Language-based Human Motion Understanding and Generation
ICCV 2025
Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy
ICCV 2025
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