Meta-Learning

Transfer Learning Using Inaccurate Physics Rule for Streamflow Prediction IJCAI 2024 Two-stage LLM Fine-tuning with Less Specialization and More Generalization ICLR 2024 Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions ICLR 2024 Unsupervised Training Sequence Design: Efficient and Generalizable Agent Training AAAI 2024 Visually Guided Audio Source Separation With Meta Consistency Learning WACV 2024 Visual Redundancy Removal for Composite Images: A Benchmark Dataset and a Multi-Visual-Effects Driven Incremental Method AAAI 2024 VRP-SAM: SAM with Visual Reference Prompt CVPR 2024 XB-MAML: Learning Expandable Basis Parameters for Effective Meta-Learning with Wide Task Coverage AISTATS 2024 XLand-MiniGrid: Scalable Meta-Reinforcement Learning Environments in JAX NeurIPS 2024 Zero-Shot Task Adaptation with Relevant Feature Information AAAI 2024 A CMDP-within-online framework for Meta-Safe Reinforcement Learning ICLR 2023 Adaptive Compositional Continual Meta-Learning ICML 2023 Adaptive Mixing of Auxiliary Losses in Supervised Learning AAAI 2023 A Domain-Transfer Meta Task Design Paradigm for Few-Shot Slot Tagging AAAI 2023 AIO-P: Expanding Neural Performance Predictors beyond Image Classification AAAI 2023 A Picture of the Space of Typical Learnable Tasks ICML 2023 Are Structural Concepts Universal in Transformer Language Models? Towards Interpretable Cross-Lingual Generalization EMNLP 2023 A Simple Recipe to Meta-Learn Forward and Backward Transfer ICCV 2023 Autoregressive Conditional Neural Processes ICLR 2023 Balanced Meta Learning and Diverse Sampling for Lifelong Task-Oriented Dialogue Systems AAAI 2023 BETA-CD: A Bayesian Meta-Learned Cognitive Diagnosis Framework for Personalized Learning AAAI 2023 Bi-level Finetuning with Task-dependent Similarity Structure for Low-resource Training ACL 2023 Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start JMLR 2023 Bilevel Optimization with Coupled Decision-Dependent Distributions ICML 2023 CMVAE: Causal Meta VAE for Unsupervised Meta-Learning AAAI 2023