Meta-Learning

EG-NAS: Neural Architecture Search with Fast Evolutionary Exploration AAAI 2024 Enabling Adaptive Agent Training in Open-Ended Simulators by Targeting Diversity NeurIPS 2024 Fairness-Aware Meta-Learning via Nash Bargaining NeurIPS 2024 FedAvP: Augment Local Data via Shared Policy in Federated Learning NeurIPS 2024 Feed-Forward Latent Domain Adaptation WACV 2024 Fine-Grained Prototypes Distillation for Few-Shot Object Detection AAAI 2024 First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs NeurIPS 2024 First-order ANIL provably learns representations despite overparametrisation ICLR 2024 First-Order Minimax Bilevel Optimization NeurIPS 2024 FLORA: Fine-Grained Low-Rank Architecture Search for Vision Transformer WACV 2024 FREE: Faster and Better Data-Free Meta-Learning CVPR 2024 From Instance Training to Instruction Learning: Task Adapters Generation from Instructions NeurIPS 2024 Generalizable Task Representation Learning for Offline Meta-Reinforcement Learning with Data Limitations AAAI 2024 GRADUAL: Granularity-aware Dual Prototype Learning for Better Few-Shot Relation Extraction ACL 2024 Hacking Task Confounder in Meta-Learning IJCAI 2024 HyperFast: Instant Classification for Tabular Data AAAI 2024 IAD: In-Context Learning Ability Decoupler of Large Language Models in Meta-Training COLING 2024 Improved Regret Bounds for Non-Convex Online-Within-Online Meta Learning ICLR 2024 Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks EMNLP 2024 Improving Convergence and Generalization Using Parameter Symmetries ICLR 2024 Information-theoretic Analysis of Bayesian Test Data Sensitivity AISTATS 2024 Is Prompt Transfer Always Effective? An Empirical Study of Prompt Transfer for Question Answering NAACL 2024 Knowledge Fusion By Evolving Weights of Language Models ACL 2024 L2B: Learning to Bootstrap Robust Models for Combating Label Noise CVPR 2024 Label-Efficient Few-Shot Semantic Segmentation with Unsupervised Meta-Training AAAI 2024