Exploring the Space of Key-Value-Query Models with Intention May 17, 2023 Deep Learning Few-Shot Learning
— Unverified MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks May 17, 2023 Diversity Few-Shot Learning
Code Code Available Large Language Models Leverage External Knowledge to Extend Clinical Insight Beyond Language Boundaries May 17, 2023 Clinical Knowledge Few-Shot Learning
— Unverified CPL-NoViD: Context-Aware Prompt-based Learning for Norm Violation Detection in Online Communities May 16, 2023 Few-Shot Learning
Code Code Available RAMario: Experimental Approach to Reptile Algorithm -- Reinforcement Learning for Mario May 16, 2023 Few-Shot Learning Meta-Learning
Code Code Available Learning More Discriminative Local Descriptors for Few-shot Learning May 15, 2023 Few-Shot Learning image-classification
— Unverified SuSana Distancia is all you need: Enforcing class separability in metric learning via two novel distance-based loss functions for few-shot image classification May 15, 2023 All Few-Shot Image Classification
— Unverified 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-DM: Applications of Diffusion Models on Few-Shot Learning May 14, 2023 Few-Shot Learning Unsupervised Few-Shot Image Classification
— Unverified 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 Few Shot Learning for Medical Imaging: A Comparative Analysis of Methodologies and Formal Mathematical Framework May 8, 2023 Few-Shot Learning Medical Image Analysis
— Unverified The Role of Data Curation in Image Captioning May 5, 2023 Few-Shot Learning Image Captioning
Code Code Available Joint Graph Learning and Model Fitting in Laplacian Regularized Stratified Models May 4, 2023 Few-Shot Learning Graph Clustering
Code Code Available Alleviating Exposure Bias via Multi-level Contrastive Learning and Deviation Simulation in Abstractive Summarization May 3, 2023 Abstractive Text Summarization Contrastive Learning
Code Code Available Learning to Detect Novel and Fine-Grained Acoustic Sequences Using Pretrained Audio Representations May 3, 2023 Event Detection Few-Shot Learning
— Unverified Plug-and-Play Multilingual Few-shot Spoken Words Recognition May 3, 2023 Few-Shot Learning Keyword Spotting
— Unverified Causal Interventions-based Few-Shot Named Entity Recognition May 3, 2023 Few-Shot Learning few-shot-ner
— Unverified DocLangID: Improving Few-Shot Training to Identify the Language of Historical Documents May 3, 2023 Few-Shot Learning Language Identification
Code Code Available AttenWalker: Unsupervised Long-Document Question Answering via Attention-based Graph Walking May 3, 2023 Few-Shot Learning Question Answering
Code Code Available Parameter-Efficient Cross-lingual Transfer of Vision and Language Models via Translation-based Alignment May 2, 2023 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Accelerating Neural Self-Improvement via Bootstrapping May 2, 2023 Few-Shot Learning Meta-Learning
— Unverified 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 HQP: A Human-Annotated Dataset for Detecting Online Propaganda Apr 28, 2023 Few-Shot Learning Propaganda detection
Code Code Available Analogy-Forming Transformers for Few-Shot 3D Parsing Apr 27, 2023 Few-Shot Learning Meta-Learning
— Unverified Adaptive manifold for imbalanced transductive few-shot learning Apr 27, 2023 Few-Shot Learning
— Unverified 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 Towards Addressing Training Data Scarcity Challenge in Emerging Radio Access Networks: A Survey and Framework Apr 24, 2023 Few-Shot Learning Matrix Completion
— Unverified Meta-tuning Loss Functions and Data Augmentation for Few-shot Object Detection Apr 24, 2023 Data Augmentation Few-Shot Learning
— Unverified Transductive Few-shot Learning with Prototype-based Label Propagation by Iterative Graph Refinement Apr 23, 2023 Few-Shot Learning graph construction
Code Code Available Semantic-Aware Graph Matching Mechanism for Multi-Label Image Recognition Apr 21, 2023 Few-Shot Learning Graph Matching
Code Code Available RPLKG: Robust Prompt Learning with Knowledge Graph Apr 21, 2023 Domain Generalization Few-Shot Learning
— Unverified Information Extraction from Documents: Question Answering vs Token Classification in real-world setups Apr 21, 2023 Classification Few-Shot Learning
— Unverified Clustered-patch Element Connection for Few-shot Learning Apr 20, 2023 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available MasakhaNEWS: News Topic Classification for African languages Apr 19, 2023 Classification Few-Shot Learning
Code Code Available MixPro: Simple yet Effective Data Augmentation for Prompt-based Learning Apr 19, 2023 Data Augmentation Few-Shot Learning
— Unverified Few-shot Medical Image Segmentation via Cross-Reference Transformer Apr 19, 2023 Few-Shot Learning Image Segmentation
— Unverified CancerGPT: Few-shot Drug Pair Synergy Prediction using Large Pre-trained Language Models Apr 18, 2023 Few-Shot Learning Prediction
— Unverified A Survey on Few-Shot Class-Incremental Learning Apr 17, 2023 class-incremental learning Class Incremental Learning
— Unverified The Art of Camouflage: Few-Shot Learning for Animal Detection and Segmentation Apr 15, 2023 Camouflaged Object Segmentation Few-shot Instance Segmentation
Code Code Available Instance-level Few-shot Learning with Class Hierarchy Mining Apr 15, 2023 Few-shot Instance Segmentation Few-Shot Learning
Code Code Available Multimodal C4: An Open, Billion-scale Corpus of Images Interleaved with Text Apr 14, 2023 Few-Shot Learning
Code Code Available SMAE: Few-shot Learning for HDR Deghosting with Saturation-Aware Masked Autoencoders Apr 14, 2023 Few-Shot Learning Pseudo Label
— Unverified LSFSL: Leveraging Shape Information in Few-shot Learning Apr 13, 2023 Few-Shot Learning
— Unverified On the Opportunities and Challenges of Foundation Models for Geospatial Artificial Intelligence Apr 13, 2023 Few-Shot Learning Scene Classification
— Unverified Out-of-distribution Few-shot Learning For Edge Devices without Model Fine-tuning Apr 13, 2023 Domain Generalization Few-Shot Learning
— Unverified 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 Few Shot Semantic Segmentation: a review of methodologies, benchmarks, and open challenges Apr 12, 2023 Autonomous Driving Few-Shot Learning
— Unverified 