| Constrained Few-Shot Learning: Human-Like Low Sample Complexity Learning and Non-Episodic Text Classification | Aug 17, 2022 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning | Aug 15, 2022 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 |
| ROLAND: Graph Learning Framework for Dynamic Graphs | Aug 15, 2022 | Graph LearningGraph Representation Learning | CodeCode Available | 3 |
| Visual Localization via Few-Shot Scene Region Classification | Aug 14, 2022 | General ClassificationMemorization | CodeCode Available | 1 |
| GEDI: A Graph-based End-to-end Data Imputation Framework | Aug 13, 2022 | Graph structure learningImputation | —Unverified | 0 |
| Learning to Infer Counterfactuals: Meta-Learning for Estimating Multiple Imbalanced Treatment Effects | Aug 13, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Task Aligned Meta-learning based Augmented Graph for Cold-Start Recommendation | Aug 11, 2022 | Graph Neural NetworkMeta-Learning | —Unverified | 0 |
| Intelligent MIMO Detection Using Meta Learning | Aug 8, 2022 | Meta-Learning | —Unverified | 0 |
| On Taking Advantage of Opportunistic Meta-knowledge to Reduce Configuration Spaces for Automated Machine Learning | Aug 8, 2022 | AutoMLMeta-Learning | CodeCode Available | 0 |
| A Game-Theoretic Perspective of Generalization in Reinforcement Learning | Aug 7, 2022 | Few-Shot LearningMeta-Learning | —Unverified | 0 |
| Learning to Generalize with Object-centric Agents in the Open World Survival Game Crafter | Aug 5, 2022 | Meta-Learning | CodeCode Available | 1 |
| SA-NET.v2: Real-time vehicle detection from oblique UAV images with use of uncertainty estimation in deep meta-learning | Aug 4, 2022 | Meta-LearningSemantic Segmentation | —Unverified | 0 |
| Transformers as Meta-Learners for Implicit Neural Representations | Aug 4, 2022 | Meta-Learning | CodeCode Available | 1 |
| Meta-learning from Learning Curves Challenge: Lessons learned from the First Round and Design of the Second Round | Aug 4, 2022 | AutoMLMeta-Learning | —Unverified | 0 |
| Homomorphisms Between Transfer, Multi-Task, and Meta-Learning Systems | Aug 4, 2022 | Meta-LearningMulti-Task Learning | —Unverified | 0 |
| Improving Meta-Learning Generalization with Activation-Based Early-Stopping | Aug 3, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 0 |
| Augmentation Learning for Semi-Supervised Classification | Aug 3, 2022 | ClassificationData Augmentation | —Unverified | 0 |
| Centroids Matching: an efficient Continual Learning approach operating in the embedding space | Aug 3, 2022 | Continual LearningIncremental Learning | CodeCode Available | 0 |
| Stochastic Deep Networks with Linear Competing Units for Model-Agnostic Meta-Learning | Aug 2, 2022 | Active LearningFew-Shot Image Classification | CodeCode Available | 0 |
| The Curse of Low Task Diversity: On the Failure of Transfer Learning to Outperform MAML and Their Empirical Equivalence | Aug 2, 2022 | DiversityFew-Shot Learning | —Unverified | 0 |
| Meta-DETR: Image-Level Few-Shot Detection with Inter-Class Correlation Exploitation | Jul 30, 2022 | Few-Shot Object DetectionMeta-Learning | CodeCode Available | 2 |
| Sampling Attacks on Meta Reinforcement Learning: A Minimax Formulation and Complexity Analysis | Jul 29, 2022 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 0 |
| A Survey of Learning on Small Data: Generalization, Optimization, and Challenge | Jul 29, 2022 | Active LearningContrastive Learning | —Unverified | 0 |
| Meta-Learning based Degradation Representation for Blind Super-Resolution | Jul 28, 2022 | Blind Super-ResolutionKnowledge Distillation | CodeCode Available | 1 |
| Towards Sleep Scoring Generalization Through Self-Supervised Meta-Learning | Jul 27, 2022 | Meta-LearningSelf-Supervised Learning | —Unverified | 0 |
