Meta-Learning

FeatWalk: Enhancing Few-Shot Classification through Local View Leveraging AAAI 2024 FedAvP: Augment Local Data via Shared Policy in Federated Learning NeurIPS 2024 Few-Shot Event Argument Extraction Based on a Meta-Learning Approach NAACL 2024 Few-Shot Learning for Cold-Start Recommendation COLING 2024 Few-shot Link Prediction on Hyper-relational Facts COLING 2024 First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs NeurIPS 2024 First-Order Minimax Bilevel Optimization NeurIPS 2024 FNP: Fourier Neural Processes for Arbitrary-Resolution Data Assimilation NeurIPS 2024 FREE: Faster and Better Data-Free Meta-Learning CVPR 2024 From Instance Training to Instruction Learning: Task Adapters Generation from Instructions NeurIPS 2024 Function-space Parameterization of Neural Networks for Sequential Learning ICLR 2024 Gaussian Process Bandits for Top-k Recommendations NeurIPS 2024 Gaussian Process Optimization for Adaptable Multi-Objective Text Generation using Linearly-Weighted Language Models NAACL 2024 Generalizable Task Representation Learning for Offline Meta-Reinforcement Learning with Data Limitations AAAI 2024 Genetic-guided GFlowNets for Sample Efficient Molecular Optimization NeurIPS 2024 Goal-Conditioned On-Policy Reinforcement Learning NeurIPS 2024 Graph Metanetworks for Processing Diverse Neural Architectures ICLR 2024 Grey-Box Bayesian Optimization for Sensor Placement in Assisted Living Environments AAAI 2024 Group Preference Optimization: Few-Shot Alignment of Large Language Models ICLR 2024 Hacking Task Confounder in Meta-Learning IJCAI 2024 Harnessing Meta-Learning for Improving Full-Frame Video Stabilization CVPR 2024 How Does In-Context Learning Help Prompt Tuning? EACL 2024 HyperLoRA: Efficient Cross-task Generalization via Constrained Low-Rank Adapters Generation EMNLP 2024 Improved Bayes Regret Bounds for Multi-Task Hierarchical Bayesian Bandit Algorithms NeurIPS 2024 Improve Meta-learning for Few-Shot Text Classification with All You Can Acquire from the Tasks EMNLP 2024