| MetaTPTrans: A Meta Learning Approach for Multilingual Code Representation Learning | Jun 13, 2022 | Code CompletionCode Summarization | CodeCode Available | 1 |
| Data-Efficient Brain Connectome Analysis via Multi-Task Meta-Learning | Jun 9, 2022 | Meta-Learning | CodeCode Available | 1 |
| Neural Diffusion Processes | Jun 8, 2022 | Bayesian OptimisationDenoising | CodeCode Available | 1 |
| Sharp-MAML: Sharpness-Aware Model-Agnostic Meta Learning | Jun 8, 2022 | Meta-Learningmodel | CodeCode Available | 1 |
| GenSDF: Two-Stage Learning of Generalizable Signed Distance Functions | Jun 6, 2022 | Meta-LearningObject | CodeCode Available | 1 |
| HyperMAML: Few-Shot Adaptation of Deep Models with Hypernetworks | May 31, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| MetaSSD: Meta-Learned Self-Supervised Detection | May 30, 2022 | Meta-LearningSelf-Supervised Learning | CodeCode Available | 1 |
| Spatio-Temporal Graph Few-Shot Learning with Cross-City Knowledge Transfer | May 27, 2022 | Few-Shot LearningGraph Learning | CodeCode Available | 1 |
| Meta-Learning Based Knowledge Extrapolation for Knowledge Graphs in the Federated Setting | May 10, 2022 | Graph Neural NetworkKnowledge Graphs | CodeCode Available | 1 |
| Meta-learning Adaptive Deep Kernel Gaussian Processes for Molecular Property Prediction | May 5, 2022 | Bilevel OptimizationDrug Discovery | CodeCode Available | 1 |
| Unsupervised Meta Learning With Multiview Constraints for Hyperspectral Image Small Sample set Classification | May 5, 2022 | Classificationdomain classification | CodeCode Available | 1 |
| Learn to Adapt for Generalized Zero-Shot Text Classification | May 1, 2022 | ClassificationGeneralized Zero-Shot Learning | CodeCode Available | 1 |
| Learning to Scaffold: Optimizing Model Explanations for Teaching | Apr 22, 2022 | Meta-Learningmodel | CodeCode Available | 1 |
| Beyond the Prototype: Divide-and-conquer Proxies for Few-shot Segmentation | Apr 21, 2022 | DecoderFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Pushing the Limits of Simple Pipelines for Few-Shot Learning: External Data and Fine-Tuning Make a Difference | Apr 15, 2022 | Few-Shot Image ClassificationFew-Shot Learning | CodeCode Available | 1 |
| Self-Guided Learning to Denoise for Robust Recommendation | Apr 14, 2022 | DenoisingMemorization | CodeCode Available | 1 |
| Control-oriented meta-learning | Apr 14, 2022 | Meta-Learningregression | CodeCode Available | 1 |
| Pin the Memory: Learning to Generalize Semantic Segmentation | Apr 7, 2022 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| MetaAudio: A Few-Shot Audio Classification Benchmark | Apr 5, 2022 | Audio ClassificationClassification | CodeCode Available | 1 |
| Few-Shot Class-Incremental Learning by Sampling Multi-Phase Tasks | Mar 31, 2022 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Learning to Adapt to Unseen Abnormal Activities under Weak Supervision | Mar 25, 2022 | Anomaly DetectionMeta-Learning | CodeCode Available | 1 |
| Cross-Domain Few-Shot Semantic Segmentation | Mar 24, 2022 | Cross-Domain Few-ShotFew-Shot Semantic Segmentation | CodeCode Available | 1 |
| Predicting Multi-Antenna Frequency-Selective Channels via Meta-Learned Linear Filters based on Long-Short Term Channel Decomposition | Mar 23, 2022 | Meta-LearningPrediction | CodeCode Available | 1 |
| Pre-training to Match for Unified Low-shot Relation Extraction | Mar 23, 2022 | Meta-LearningRelation | CodeCode Available | 1 |
| Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning | Mar 17, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| MetAug: Contrastive Learning via Meta Feature Augmentation | Mar 10, 2022 | Contrastive LearningInformativeness | CodeCode Available | 1 |
| What Matters For Meta-Learning Vision Regression Tasks? | Mar 9, 2022 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| FS-COCO: Towards Understanding of Freehand Sketches of Common Objects in Context | Mar 4, 2022 | DecoderImage Captioning | CodeCode Available | 1 |
| Contrastive Meta Learning with Behavior Multiplicity for Recommendation | Feb 17, 2022 | Contrastive LearningMeta-Learning | CodeCode Available | 1 |
| Learning to Generalize across Domains on Single Test Samples | Feb 16, 2022 | Bayesian InferenceDomain Adaptation | CodeCode Available | 1 |
| 2021 BEETL Competition: Advancing Transfer Learning for Subject Independence & Heterogenous EEG Data Sets | Feb 14, 2022 | EEGElectroencephalogram (EEG) | CodeCode Available | 1 |
| L2B: Learning to Bootstrap Robust Models for Combating Label Noise | Feb 9, 2022 | Image ClassificationImage Segmentation | CodeCode Available | 1 |
| MetaKG: Meta-learning on Knowledge Graph for Cold-start Recommendation | Feb 8, 2022 | Meta-Learning | CodeCode Available | 1 |
| Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-start | Feb 7, 2022 | Bilevel OptimizationData Poisoning | CodeCode Available | 1 |
| Auto-Lambda: Disentangling Dynamic Task Relationships | Feb 7, 2022 | Auxiliary LearningMeta-Learning | CodeCode Available | 1 |
| TIML: Task-Informed Meta-Learning for Agriculture | Feb 4, 2022 | DiversityMeta-Learning | CodeCode Available | 1 |
| Consolidated learning -- a domain-specific model-free optimization strategy with examples for XGBoost and MIMIC-IV | Jan 27, 2022 | Meta-Learning | CodeCode Available | 1 |
| OmniPrint: A Configurable Printed Character Synthesizer | Jan 17, 2022 | Meta-Learning | CodeCode Available | 1 |
| Graph Representation Learning for Multi-Task Settings: a Meta-Learning Approach | Jan 10, 2022 | Graph Representation LearningMeta-Learning | CodeCode Available | 1 |
| Learning To Learn and Remember Super Long Multi-Domain Task Sequence | Jan 1, 2022 | Meta-Learning | CodeCode Available | 1 |
| Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking | Dec 28, 2021 | Continual LearningFew-Shot Learning | CodeCode Available | 1 |
| N-Omniglot, a large-scale neuromorphic dataset for spatio-temporal sparse few-shot learning | Dec 25, 2021 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Graph Few-shot Class-incremental Learning | Dec 23, 2021 | class-incremental learningClass Incremental Learning | CodeCode Available | 1 |
| Meta Propagation Networks for Graph Few-shot Semi-supervised Learning | Dec 18, 2021 | Graph LearningMeta-Learning | CodeCode Available | 1 |
| Query Adaptive Few-Shot Object Detection with Heterogeneous Graph Convolutional Networks | Dec 17, 2021 | Few-Shot Object DetectionMeta-Learning | CodeCode Available | 1 |
| A Structured Dictionary Perspective on Implicit Neural Representations | Dec 3, 2021 | Dictionary LearningInductive Bias | CodeCode Available | 1 |
| AirDet: Few-Shot Detection without Fine-tuning for Autonomous Exploration | Dec 3, 2021 | Few-Shot Object DetectionMeta-Learning | CodeCode Available | 1 |
| Distilling Meta Knowledge on Heterogeneous Graph for Illicit Drug Trafficker Detection on Social Media | Dec 1, 2021 | Knowledge DistillationMarketing | CodeCode Available | 1 |
| Hardware-adaptive Efficient Latency Prediction for NAS via Meta-Learning | Dec 1, 2021 | Meta-LearningNeural Architecture Search | CodeCode Available | 1 |
| Camera Distortion-aware 3D Human Pose Estimation in Video with Optimization-based Meta-Learning | Nov 30, 2021 | 3D Human Pose EstimationCamera Calibration | CodeCode Available | 1 |