| Learning Domain Invariant Prompt for Vision-Language Models | Dec 8, 2022 | Domain GeneralizationLanguage Modelling | CodeCode Available | 1 |
| Generating and Weighting Semantically Consistent Sample Pairs for Ultrasound Contrastive Learning | Dec 8, 2022 | Cancer ClassificationContrastive Learning | CodeCode Available | 1 |
| Domain-General Crowd Counting in Unseen Scenarios | Dec 5, 2022 | Crowd CountingDisentanglement | CodeCode Available | 1 |
| Self-Destructing Models: Increasing the Costs of Harmful Dual Uses of Foundation Models | Nov 27, 2022 | BlockingMeta-Learning | CodeCode Available | 1 |
| Multi-Modal Few-Shot Temporal Action Detection | Nov 27, 2022 | Action DetectionFew-Shot Object Detection | CodeCode Available | 1 |
| Generalizable Implicit Neural Representations via Instance Pattern Composers | Nov 23, 2022 | Meta-Learning | CodeCode Available | 1 |
| NEVIS'22: A Stream of 100 Tasks Sampled from 30 Years of Computer Vision Research | Nov 15, 2022 | Continual LearningDiversity | CodeCode Available | 1 |
| Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning | Nov 6, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Toward Unsupervised Outlier Model Selection | Nov 3, 2022 | Meta-Learningmodel | CodeCode Available | 1 |
| A picture of the space of typical learnable tasks | Oct 31, 2022 | Contrastive LearningMeta-Learning | CodeCode Available | 1 |
| Meta-Learning Biologically Plausible Plasticity Rules with Random Feedback Pathways | Oct 28, 2022 | Meta-Learning | CodeCode Available | 1 |
| m^4Adapter: Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter | Oct 21, 2022 | Domain AdaptationMachine Translation | CodeCode Available | 1 |
| Incorporating Relevance Feedback for Information-Seeking Retrieval using Few-Shot Document Re-Ranking | Oct 19, 2022 | Argument RetrievalInformation Retrieval | CodeCode Available | 1 |
| Continued Pretraining for Better Zero- and Few-Shot Promptability | Oct 19, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Meta-Learning via Classifier(-free) Diffusion Guidance | Oct 17, 2022 | Few-Shot LearningImage Generation | CodeCode Available | 1 |
| Few-shot Relational Reasoning via Connection Subgraph Pretraining | Oct 13, 2022 | Few-Shot Image ClassificationMeta-Learning | CodeCode Available | 1 |
| Meta-Learning with Self-Improving Momentum Target | Oct 11, 2022 | Knowledge DistillationMeta-Learning | CodeCode Available | 1 |
| Stock Trading Volume Prediction with Dual-Process Meta-Learning | Oct 11, 2022 | Algorithmic TradingMeta-Learning | CodeCode Available | 1 |
| 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 |
| Meta-DMoE: Adapting to Domain Shift by Meta-Distillation from Mixture-of-Experts | Oct 8, 2022 | Domain GeneralizationKnowledge Distillation | CodeCode Available | 1 |
| DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems | Oct 8, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Learning to Learn and Sample BRDFs | Oct 7, 2022 | Meta-Learning | CodeCode Available | 1 |
| Hypernetwork approach to Bayesian MAML | Oct 6, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Expanding the Deployment Envelope of Behavior Prediction via Adaptive Meta-Learning | Sep 23, 2022 | Meta-LearningPrediction | CodeCode Available | 1 |
| MetaPrompting: Learning to Learn Better Prompts | Sep 23, 2022 | Meta-Learning | CodeCode Available | 1 |
| BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach | Sep 19, 2022 | Bilevel OptimizationContinual Learning | CodeCode Available | 1 |
| Learning Symbolic Model-Agnostic Loss Functions via Meta-Learning | Sep 19, 2022 | Meta-Learning | CodeCode Available | 1 |
| Improving Fake News Detection of Influential Domain via Domain- and Instance-Level Transfer | Sep 19, 2022 | Fake News DetectionLanguage Modelling | CodeCode Available | 1 |
| Learning to Weight Samples for Dynamic Early-exiting Networks | Sep 17, 2022 | Meta-Learning | CodeCode Available | 1 |
| MetaMask: Revisiting Dimensional Confounder for Self-Supervised Learning | Sep 16, 2022 | Contrastive LearningMeta-Learning | CodeCode Available | 1 |
| Difficulty-Net: Learning to Predict Difficulty for Long-Tailed Recognition | Sep 7, 2022 | Long-tail LearningMeta-Learning | CodeCode Available | 1 |
| The Neural Process Family: Survey, Applications and Perspectives | Sep 1, 2022 | Gaussian ProcessesMeta-Learning | CodeCode Available | 1 |
| Q-Net: Query-Informed Few-Shot Medical Image Segmentation | Aug 24, 2022 | Anomaly DetectionImage Segmentation | CodeCode Available | 1 |
| Adversarial Feature Augmentation for Cross-domain Few-shot Classification | Aug 23, 2022 | ClassificationCross-Domain Few-Shot | CodeCode Available | 1 |
| Hierarchical Attention Network for Few-Shot Object Detection via Meta-Contrastive Learning | Aug 15, 2022 | Contrastive LearningFew-Shot Learning | CodeCode Available | 1 |
| Visual Localization via Few-Shot Scene Region Classification | Aug 14, 2022 | General ClassificationMemorization | CodeCode Available | 1 |
| Learning to Generalize with Object-centric Agents in the Open World Survival Game Crafter | Aug 5, 2022 | Meta-Learning | CodeCode Available | 1 |
| Transformers as Meta-Learners for Implicit Neural Representations | Aug 4, 2022 | Meta-Learning | CodeCode Available | 1 |
| Meta-Learning based Degradation Representation for Blind Super-Resolution | Jul 28, 2022 | Blind Super-ResolutionKnowledge Distillation | CodeCode Available | 1 |
| ArtFID: Quantitative Evaluation of Neural Style Transfer | Jul 25, 2022 | BenchmarkingMeta-Learning | CodeCode Available | 1 |
| Test-Time Adaptation via Conjugate Pseudo-labels | Jul 20, 2022 | Meta-LearningTest-time Adaptation | CodeCode Available | 1 |
| Tackling Long-Tailed Category Distribution Under Domain Shifts | Jul 20, 2022 | Domain GeneralizationMeta-Learning | CodeCode Available | 1 |
| Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach | Jul 20, 2022 | Few-Shot LearningMeta-Learning | CodeCode Available | 1 |
| Transformer Neural Processes: Uncertainty-Aware Meta Learning Via Sequence Modeling | Jul 9, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| A Large Scale Search Dataset for Unbiased Learning to Rank | Jul 7, 2022 | Causal DiscoveryLanguage Modelling | CodeCode Available | 1 |
| On the Effectiveness of Sentence Encoding for Intent Detection Meta-Learning | Jul 1, 2022 | Intent DetectionMeta-Learning | CodeCode Available | 1 |
| On the Generalizability and Predictability of Recommender Systems | Jun 23, 2022 | Meta-LearningRecommendation Systems | CodeCode Available | 1 |
| MSANet: Multi-Similarity and Attention Guidance for Boosting Few-Shot Segmentation | Jun 20, 2022 | Few-Shot Semantic SegmentationMeta-Learning | CodeCode Available | 1 |
| FiT: Parameter Efficient Few-shot Transfer Learning for Personalized and Federated Image Classification | Jun 17, 2022 | Federated LearningFew-Shot Learning | CodeCode Available | 1 |
| Zero-Shot AutoML with Pretrained Models | Jun 16, 2022 | AutoMLMeta-Learning | CodeCode Available | 1 |
