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Meta-Learning

722 directly classified papers

Papers per year

Papers

Comparative Analysis of Demonstration Selection Algorithms for In-Context Learning in Large Language Models (Student Abstract) AAAI 2025
Search Strategy Generation for Branch and Bound Using Genetic Programming AAAI 2025
HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025
Personalized Dynamic Music Emotion Recognition with Dual-Scale Attention-Based Meta-Learning AAAI 2025
Counterfactual Task-augmented Meta-learning for Cold-start Sequential Recommendation AAAI 2025
MaZO: Masked Zeroth-Order Optimization for Multi-Task Fine-Tuning of Large Language Models EMNLP 2025
Hypernetwork Approach to Bayesian MAML (Student Abstract) AAAI 2025
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML EMNLP 2025
Cache-Efficient Posterior Sampling for Reinforcement Learning with LLM-Derived Priors Across Discrete and Continuous Domains EMNLP 2025
AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025
Mixtures of In-Context Learners ACL 2025
Efficiently Escaping Saddle Points in Bilevel Optimization JMLR 2025
Bayes Meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes JMLR 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
Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy ICCV 2025
Dual Reciprocal Learning of Language-based Human Motion Understanding and Generation ICCV 2025
Task Generalization with Autoregressive Compositional Structure: Can Learning from $D$ Tasks Generalize to $D^T$ Tasks? ICML 2025
FedMeNF: Privacy-Preserving Federated Meta-Learning for Neural Fields ICCV 2025
Gödel Agent: A Self-Referential Agent Framework for Recursively Self-Improvement ACL 2025
Meta-Learning for Color-to-Infrared Cross-Modal Style Transfer WACV 2025
MetaMixSpeech: Meta Task Augmentation for Low-Resource Speech Recognition EMNLP 2025
HyperNVD: Accelerating Neural Video Decomposition via Hypernetworks CVPR 2025
Synchronizing Task Behavior: Aligning Multiple Tasks during Test-Time Training ICCV 2025
MetaWriter: Personalized Handwritten Text Recognition Using Meta-Learned Prompt Tuning CVPR 2025