Few-Shot Learning with Visual Distribution Calibration and Cross-Modal Distribution Alignment May 19, 2023 Few-Shot Learning
Code Code Available MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks May 17, 2023 Diversity Few-Shot Learning
Code Code Available Make Prompt-based Black-Box Tuning Colorful: Boosting Model Generalization from Three Orthogonal Perspectives May 14, 2023 Few-Shot Learning Natural Language Understanding
Code Code Available Meta Omnium: A Benchmark for General-Purpose Learning-to-Learn May 12, 2023 Few-Shot Learning Meta-Learning
Code Code Available CodeIE: Large Code Generation Models are Better Few-Shot Information Extractors May 9, 2023 Code Generation Few-Shot Learning
Code Code Available Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise May 2, 2023 counterfactual Few-Shot Learning
Code Code Available Multistage Relation Network With Dual-Metric for Few-Shot Hyperspectral Image Classification Apr 28, 2023 Classification Few-Shot Image Classification
Code Code Available ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Context-enriched molecule representations improve few-shot drug discovery Apr 24, 2023 Drug Discovery Few-Shot Learning
Code Code Available Transductive Few-shot Learning with Prototype-based Label Propagation by Iterative Graph Refinement Apr 23, 2023 Few-Shot Learning graph construction
Code Code Available MasakhaNEWS: News Topic Classification for African languages Apr 19, 2023 Classification Few-Shot Learning
Code Code Available GPr-Net: Geometric Prototypical Network for Point Cloud Few-Shot Learning Apr 12, 2023 Computational Efficiency Few-Shot 3D Point Cloud Classification
Code Code Available Meta-Learning with a Geometry-Adaptive Preconditioner Apr 4, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement Apr 3, 2023 All Computational Efficiency
Code Code Available A Closer Look at Few-Shot 3D Point Cloud Classification Mar 31, 2023 3D Point Cloud Classification Few-Shot 3D Point Cloud Classification
Code Code Available What Makes for Effective Few-shot Point Cloud Classification? Mar 31, 2023 Benchmarking Classification
Code Code Available Point2Vec for Self-Supervised Representation Learning on Point Clouds Mar 29, 2023 3D Part Segmentation 3D Point Cloud Classification
Code Code Available Improving Large Language Models for Clinical Named Entity Recognition via Prompt Engineering Mar 29, 2023 Few-Shot Learning Language Modelling
Code Code Available Supervised Masked Knowledge Distillation for Few-Shot Transformers Mar 25, 2023 Few-Shot Learning Inductive Bias
Code Code Available Semantic Prompt for Few-Shot Image Recognition Mar 24, 2023 Few-Shot Learning
Code Code Available Few Shot Medical Image Segmentation with Cross Attention Transformer Mar 24, 2023 Few-Shot Learning Image Segmentation
Code Code Available Hubs and Hyperspheres: Reducing Hubness and Improving Transductive Few-shot Learning with Hyperspherical Embeddings Mar 16, 2023 Few-Shot Learning
Code Code Available DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language Mar 6, 2023 Activity Prediction Attribute
Code Code Available Prismer: A Vision-Language Model with Multi-Task Experts Mar 4, 2023 Few-Shot Learning Image Captioning
Code Code Available STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables Mar 2, 2023 Few-Shot Learning Meta-Learning
Code Code Available Meta Learning to Bridge Vision and Language Models for Multimodal Few-Shot Learning Feb 28, 2023 Few-Shot Learning Meta-Learning
Code Code Available Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Feb 27, 2023 Contrastive Learning Few-Shot Learning
Code Code Available StyleAdv: Meta Style Adversarial Training for Cross-Domain Few-Shot Learning Feb 18, 2023 Adversarial Attack Cross-Domain Few-Shot
Code Code Available Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification Feb 16, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta-Learning Siamese Network for Few-Shot Text Classification Feb 5, 2023 Classification Descriptive
Code Code Available Revisiting Discriminative vs. Generative Classifiers: Theory and Implications Feb 5, 2023 Few-Shot Learning Image Classification
Code Code Available Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot Image Classification
Code Code Available Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data Feb 1, 2023 Few-Shot Learning
Code Code Available IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing Jan 31, 2023 Anomaly Detection Continual Learning
Code Code Available Contrastive Meta-Learning for Partially Observable Few-Shot Learning Jan 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning Jan 27, 2023 Few-Shot Learning GSM8K
Code Code Available Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa Jan 24, 2023 Few-Shot Learning Plant Phenotyping
Code Code Available Open-Set Likelihood Maximization for Few-Shot Learning Jan 20, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available CLIP2Scene: Towards Label-efficient 3D Scene Understanding by CLIP Jan 12, 2023 3D Semantic Segmentation Contrastive Learning
Code Code Available See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning Jan 12, 2023 Few-Shot Learning Image Captioning
Code Code Available Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 Few-Shot Learning
Code Code Available Revisiting Prototypical Network for Cross Domain Few-Shot Learning Jan 1, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification Jan 1, 2023 Descriptive Few-Shot Learning
Code Code Available Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm Jan 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification Jan 1, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Large Language Models are Better Reasoners with Self-Verification Dec 19, 2022 Arithmetic Reasoning Common Sense Reasoning
Code Code Available Z-ICL: Zero-Shot In-Context Learning with Pseudo-Demonstrations Dec 19, 2022 Few-Shot Learning In-Context Learning
Code Code Available Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models Dec 16, 2022 Few-Shot Learning Gesture Recognition
Code Code Available Federated Few-Shot Learning for Mobile NLP Dec 12, 2022 Few-Shot Learning Privacy Preserving
Code Code Available 