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Meta-Learning

973 papers

Papers per year

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Papers

Pushing the Limit of Fine-Tuning for Few-Shot Learning: Where Feature Reusing Meets Cross-Scale Attention AAAI 2024
Meta-Reinforcement Learning via Exploratory Task Clustering AAAI 2024
Decoupling Meta-Reinforcement Learning with Gaussian Task Contexts and Skills AAAI 2024
Meta-Learning-Based Adaptive Stability Certificates for Dynamical Systems AAAI 2024
Rethinking Dimensional Rationale in Graph Contrastive Learning from Causal Perspective AAAI 2024
Zero-Shot Task Adaptation with Relevant Feature Information AAAI 2024
Any-Way Meta Learning AAAI 2024
Unsupervised Training Sequence Design: Efficient and Generalizable Agent Training AAAI 2024
DC-NAS: Divide-and-Conquer Neural Architecture Search for Multi-Modal Classification AAAI 2024
Scaling Few-Shot Learning for the Open World AAAI 2024
Dual-Level Curriculum Meta-Learning for Noisy Few-Shot Learning Tasks AAAI 2024
Learning Not to Regret AAAI 2024
MetaCARD: Meta-Reinforcement Learning with Task Uncertainty Feedback via Decoupled Context-Aware Reward and Dynamics Components AAAI 2024
PORTAL: Automatic Curricula Generation for Multiagent Reinforcement Learning AAAI 2024
Test-Time Domain Adaptation by Learning Domain-Aware Batch Normalization AAAI 2024
DCLP: Neural Architecture Predictor with Curriculum Contrastive Learning AAAI 2024
Generalizable Task Representation Learning for Offline Meta-Reinforcement Learning with Data Limitations AAAI 2024
Adaptive Meta-Learning Probabilistic Inference Framework for Long Sequence Prediction AAAI 2024
Towards Equipping Transformer with the Ability of Systematic Compositionality AAAI 2024
Constrained Meta-Reinforcement Learning for Adaptable Safety Guarantee with Differentiable Convex Programming AAAI 2024
Referee-Meta-Learning for Fast Adaptation of Locational Fairness AAAI 2024
Towards Human-like Learning from Relational Structured Data AAAI 2024
Structurally Guided Task Decomposition in Spatial Navigation Tasks (Student Abstract) AAAI 2024
Neuroevolution of a Multi-Generator GAN (Student Abstract) AAAI 2024
Benchmarking and Improving Compositional Generalization of Multi-aspect Controllable Text Generation ACL 2024