Meta-Learning

Few-Shot Video Classification via Representation Fusion and Promotion Learning ICCV 2023 Finding Support Examples for In-Context Learning EMNLP 2023 Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment AAAI 2023 Generalizable Implicit Neural Representations via Instance Pattern Composers CVPR 2023 Generating Labeled Data for Relation Extraction: A Meta Learning Approach with Joint GPT-2 Training ACL 2023 Generative Semi-supervised Learning with Meta-Optimized Synthetic Samples ACML 2023 Good Meta-tasks Make A Better Cross-lingual Meta-transfer Learning for Low-resource Languages EMNLP 2023 Graph Sampling-based Meta-Learning for Molecular Property Prediction IJCAI 2023 Hierarchical Gaussian Mixture based Task Generative Model for Robust Meta-Learning NeurIPS 2023 Hierarchical Programmatic Reinforcement Learning via Learning to Compose Programs ICML 2023 Human-Timescale Adaptation in an Open-Ended Task Space ICML 2023 Hyperbolic Graph Neural Networks at Scale: A Meta Learning Approach NeurIPS 2023 Hypernetwork-based Meta-Learning for Low-Rank Physics-Informed Neural Networks NeurIPS 2023 Hypernetworks for Zero-Shot Transfer in Reinforcement Learning AAAI 2023 Improving Bi-level Optimization Based Methods with Inspiration from Humans’ Classroom Study Techniques ICML 2023 Improving Input-label Mapping with Demonstration Replay for In-context Learning EMNLP 2023 Improving Language Plasticity via Pretraining with Active Forgetting NeurIPS 2023 In-Context Learning Creates Task Vectors EMNLP 2023 In-context Reinforcement Learning with Algorithm Distillation ICLR 2023 Instant Soup: Cheap Pruning Ensembles in A Single Pass Can Draw Lottery Tickets from Large Models ICML 2023 Know Where You’re Going: Meta-Learning for Parameter-Efficient Fine-Tuning ACL 2023 L2T-DLN: Learning to Teach with Dynamic Loss Network NeurIPS 2023 Learning an Explicit Hyper-parameter Prediction Function Conditioned on Tasks JMLR 2023 Learning Deep Time-index Models for Time Series Forecasting ICML 2023 Learning From Noisy Labels With Decoupled Meta Label Purifier CVPR 2023