| Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs | Jul 5, 2020 | Graph Neural NetworkMeta-Learning | CodeCode Available | 1 | 5 |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | Oct 13, 2022 | Few-Shot Image ClassificationMeta-Learning | CodeCode Available | 1 | 5 |
| Few-shot Scene-adaptive Anomaly Detection | Jul 15, 2020 | Anomaly DetectionMeta-Learning | CodeCode Available | 1 | 5 |
| MIASSR: An Approach for Medical Image Arbitrary Scale Super-Resolution | May 22, 2021 | Image Super-ResolutionMeta-Learning | CodeCode Available | 1 | 5 |
| Induction Networks for Few-Shot Text Classification | Feb 27, 2019 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 1 | 5 |
| Few-shot Text Classification with Distributional Signatures | Aug 16, 2019 | ClassificationFew-Shot Text Classification | CodeCode Available | 1 | 5 |
| Few-shot Visual Relationship Co-localization | Aug 26, 2021 | Meta-LearningObject | CodeCode Available | 1 | 5 |
| Few-Shot Unsupervised Continual Learning through Meta-Examples | Sep 17, 2020 | ClusteringContinual Learning | CodeCode Available | 1 | 5 |
| Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation | Apr 21, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 | 5 |
| Fine-grained Recognition with Learnable Semantic Data Augmentation | Sep 1, 2023 | Data AugmentationFine-Grained Image Recognition | CodeCode Available | 1 | 5 |
| Hypernetworks build Implicit Neural Representations of Sounds | Feb 9, 2023 | Image CompressionImage Super-Resolution | CodeCode Available | 1 | 5 |
| MotherNet: Fast Training and Inference via Hyper-Network Transformers | Dec 14, 2023 | ClassificationIn-Context Learning | CodeCode Available | 1 | 5 |
| Improving Fake News Detection of Influential Domain via Domain- and Instance-Level Transfer | Sep 19, 2022 | Fake News DetectionLanguage Modelling | CodeCode Available | 1 | 5 |
| First-Explore, then Exploit: Meta-Learning to Solve Hard Exploration-Exploitation Trade-Offs | Jul 5, 2023 | Meta-LearningReinforcement Learning (RL) | CodeCode Available | 1 | 5 |
| FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification | Jun 17, 2022 | Federated LearningFew-Shot Learning | CodeCode Available | 1 | 5 |
| Flexible Dataset Distillation: Learn Labels Instead of Images | Jun 15, 2020 | Dataset DistillationData Summarization | CodeCode Available | 1 | 5 |
| Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-start | Feb 7, 2022 | Bilevel OptimizationData Poisoning | CodeCode Available | 1 | 5 |
| A Brain Graph Foundation Model: Pre-Training and Prompt-Tuning for Any Atlas and Disorder | May 31, 2025 | Contrastive LearningMeta-Learning | CodeCode Available | 1 | 5 |
| Speeding Up Multi-Objective Hyperparameter Optimization by Task Similarity-Based Meta-Learning for the Tree-Structured Parzen Estimator | Dec 13, 2022 | AutoMLFairness | CodeCode Available | 1 | 5 |
| Multiple Meta-model Quantifying for Medical Visual Question Answering | May 19, 2021 | Medical Visual Question AnsweringMeta-Learning | CodeCode Available | 1 | 5 |
| HELP: Hardware-Adaptive Efficient Latency Prediction for NAS via Meta-Learning | Jun 16, 2021 | Meta-LearningNeural Architecture Search | CodeCode Available | 1 | 5 |
| Harnessing Meta-Learning for Improving Full-Frame Video Stabilization | Mar 6, 2024 | Meta-LearningTest-time Adaptation | CodeCode Available | 1 | 5 |
| Generalising via Meta-Examples for Continual Learning in the Wild | Jan 28, 2021 | Continual LearningFew-Shot Learning | CodeCode Available | 1 | 5 |
| Neural Diffusion Processes | Jun 8, 2022 | Bayesian OptimisationDenoising | CodeCode Available | 1 | 5 |
| BlackGoose Rimer: Harnessing RWKV-7 as a Simple yet Superior Replacement for Transformers in Large-Scale Time Series Modeling | Mar 8, 2025 | Meta-LearningTime Series | CodeCode Available | 1 | 5 |
| FS-COCO: Towards Understanding of Freehand Sketches of Common Objects in Context | Mar 4, 2022 | DecoderImage Captioning | CodeCode Available | 1 | 5 |
| Blind Super-Resolution via Meta-learning and Markov Chain Monte Carlo Simulation | Jun 13, 2024 | Blind Super-ResolutionImage Super-Resolution | CodeCode Available | 1 | 5 |
| BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach | Sep 19, 2022 | Bilevel OptimizationContinual Learning | CodeCode Available | 1 | 5 |
| Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning | Aug 15, 2022 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 | 5 |
| Generalizable Implicit Neural Representations via Instance Pattern Composers | Nov 23, 2022 | Meta-Learning | CodeCode Available | 1 | 5 |
| Generalizable No-Reference Image Quality Assessment via Deep Meta-learning | Apr 15, 2021 | Image Quality AssessmentMeta-Learning | CodeCode Available | 1 | 5 |
| Boosting Few-Shot Classification with View-Learnable Contrastive Learning | Jul 20, 2021 | ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| N-Omniglot, a large-scale neuromorphic dataset for spatio-temporal sparse few-shot learning | Dec 25, 2021 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
| Gradient-based Hyperparameter Optimization Over Long Horizons | Jul 15, 2020 | Hyperparameter OptimizationMeta-Learning | CodeCode Available | 1 | 5 |
| Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning | Dec 1, 2021 | Meta-LearningNeural Architecture Search | CodeCode Available | 1 | 5 |
| Nonrigid Reconstruction of Freehand Ultrasound without a Tracker | Jul 8, 2024 | Meta-Learning | CodeCode Available | 1 | 5 |
| Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning | Dec 8, 2022 | Cancer ClassificationContrastive Learning | CodeCode Available | 1 | 5 |
| Generative Meta-Learning Robust Quality-Diversity Portfolio | Jul 15, 2023 | DiversityMeta-Learning | CodeCode Available | 1 | 5 |
| Amortized Probabilistic Conditioning for Optimization, Simulation and Inference | Oct 20, 2024 | Bayesian OptimizationMeta-Learning | CodeCode Available | 1 | 5 |
| GenSDF: Two-Stage Learning of Generalizable Signed Distance Functions | Jun 6, 2022 | Meta-LearningObject | CodeCode Available | 1 | 5 |
| Adaptive Subspaces for Few-Shot Learning | Jun 1, 2020 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 | 5 |
| OmniPrint: A Configurable Printed Character Synthesizer | Jan 17, 2022 | Meta-Learning | CodeCode Available | 1 | 5 |
| Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning | Mar 17, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
| CD-FSOD: A Benchmark for Cross-domain Few-shot Object Detection | Oct 11, 2022 | Cross-Domain Few-ShotCross-Domain Few-Shot Object Detection | CodeCode Available | 1 | 5 |
| A contrastive rule for meta-learning | Apr 4, 2021 | Meta-Learning | CodeCode Available | 1 | 5 |
| Bridging Multi-Task Learning and Meta-Learning: Towards Efficient Training and Effective Adaptation | Jun 16, 2021 | Few-Shot Image Classificationimage-classification | CodeCode Available | 1 | 5 |
| HarmoDT: Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning | May 28, 2024 | ManagementMeta-Learning | CodeCode Available | 1 | 5 |
| Graph Sampling-based Meta-Learning for Molecular Property Prediction | Jun 29, 2023 | Graph SamplingMeta-Learning | CodeCode Available | 1 | 5 |
| Adaptive Transfer Learning on Graph Neural Networks | Jul 19, 2021 | Meta-LearningMulti-Task Learning | CodeCode Available | 1 | 5 |
| How Sensitive are Meta-Learners to Dataset Imbalance? | Apr 12, 2021 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 | 5 |
