Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case Feb 24, 2021 Denoising Few-Shot Learning
Code Code Available Enabling the Network to Surf the Internet Feb 24, 2021 Few-Shot Learning Self-Supervised Learning
— Unverified Dual-Awareness Attention for Few-Shot Object Detection Feb 24, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available Two Sides of Meta-Learning Evaluation: In vs. Out of Distribution Feb 23, 2021 Few-Shot Learning Learning Theory
Code Code Available Few-shot Network Anomaly Detection via Cross-network Meta-learning Feb 22, 2021 Anomaly Detection Few-Shot Learning
Code Code Available Few Shot Learning for Information Verification Feb 22, 2021 Articles Few-Shot Learning
— Unverified MetaDelta: A Meta-Learning System for Few-shot Image Classification Feb 22, 2021 Classification Decoder
Code Code Available On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning Feb 20, 2021 Adversarial Attack Adversarial Robustness
Code Code Available Calibrate Before Use: Improving Few-Shot Performance of Language Models Feb 19, 2021 Few-Shot Learning
Code Code Available Towards Faithfulness in Open Domain Table-to-text Generation from an Entity-centric View Feb 17, 2021 Few-Shot Learning Table-to-Text Generation
— Unverified Grid Cell Path Integration For Movement-Based Visual Object Recognition Feb 17, 2021 Few-Shot Learning Navigate
Code Code Available Semi Supervised Learning For Few-shot Audio Classification By Episodic Triplet Mining Feb 16, 2021 Audio Classification Event Detection
— Unverified GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning Feb 15, 2021 Few-Shot Learning Gaussian Processes
Code Code Available One-shot learning for the long term: consolidation with an artificial hippocampal algorithm Feb 15, 2021 Continual Learning Few-Shot Learning
— Unverified Multi-Objective Meta Learning Feb 14, 2021 Domain Adaptation Few-Shot Learning
— Unverified A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning Few-Shot Learning
Code Code Available Large-Scale Meta-Learning with Continual Trajectory Shifting Feb 14, 2021 Few-Shot Learning Meta-Learning
— Unverified Model-Agnostic Graph Regularization for Few-Shot Learning Feb 14, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Feb 11, 2021 Data Augmentation Deep Learning
Code Code Available Transfer learning based few-shot classification using optimal transport mapping from preprocessed latent space of backbone neural network Feb 9, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Partial Is Better Than All: Revisiting Fine-tuning Strategy for Few-shot Learning Feb 8, 2021 All Few-Shot Learning
— Unverified End-to-end Generative Zero-shot Learning via Few-shot Learning Feb 8, 2021 Few-Shot Learning Zero-Shot Learning
Code Code Available Few-shot time series segmentation using prototype-defined infinite hidden Markov models Feb 7, 2021 EEG Electroencephalogram (EEG)
— Unverified Feature Representation in Deep Metric Embeddings Feb 5, 2021 Few-Shot Learning Metric Learning
— Unverified Hyperspherical embedding for novel class classification Feb 5, 2021 Classification Few-Shot Learning
— Unverified Neural Data Augmentation via Example Extrapolation Feb 2, 2021 Data Augmentation Diversity
Code Code Available Few-shot Learning for CT Scan based COVID-19 Diagnosis Feb 1, 2021 Computed Tomography (CT) COVID-19 Diagnosis
— Unverified Few-shot Image Classification with Multi-Facet Prototypes Feb 1, 2021 Classification Few-Shot Image Classification
— Unverified Few-Shot Learning for Road Object Detection Jan 29, 2021 Few-Shot Learning Few-Shot Object Detection
— Unverified Generalising via Meta-Examples for Continual Learning in the Wild Jan 28, 2021 Continual Learning Few-Shot Learning
Code Code Available Similarity of Classification Tasks Jan 27, 2021 Classification Few-Shot Learning
Code Code Available Edge-Labeling based Directed Gated Graph Network for Few-shot Learning Jan 27, 2021 Few-Shot Learning
Code Code Available Combat Data Shift in Few-shot Learning with Knowledge Graph Jan 27, 2021 Few-Shot Learning Meta-Learning
— Unverified Supervised Momentum Contrastive Learning for Few-Shot Classification Jan 26, 2021 Classification Contrastive Learning
— Unverified Few-Shot Semantic Parsing for New Predicates Jan 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available TLRM: Task-level Relation Module for GNN-based Few-Shot Learning Jan 25, 2021 Few-Shot Learning Relation
— Unverified Improving Few-Shot Learning with Auxiliary Self-Supervised Pretext Tasks Jan 24, 2021 Few-Shot Learning Representation Learning
Code Code Available Learn from Concepts: Towards the Purified Memory for Few-shot Learning Jan 23, 2021 Few-Shot Learning Graph Neural Network
— Unverified Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning Jan 23, 2021 Few-Shot Learning Meta-Learning
— Unverified Stress Testing of Meta-learning Approaches for Few-shot Learning Jan 21, 2021 Few-Shot Learning Meta-Learning
— Unverified Few-Shot Bayesian Optimization with Deep Kernel Surrogates Jan 19, 2021 Bayesian Optimization Few-Shot Learning
— Unverified Cross-domain few-shot learning with unlabelled data Jan 19, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
— Unverified Machine learning with limited data Jan 18, 2021 BIG-bench Machine Learning Cross-Domain Few-Shot
— Unverified What Makes Good In-Context Examples for GPT-3? Jan 17, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available Free Lunch for Few-shot Learning: Distribution Calibration Jan 16, 2021 Few-Shot Learning
Code Code Available Learning to Focus: Cascaded Feature Matching Network for Few-shot Image Recognition Jan 13, 2021 Few-Shot Learning Meta-Learning
— Unverified Lesion2Vec: Deep Metric Learning for Few-Shot Multiple Lesions Recognition in Wireless Capsule Endoscopy Video Jan 11, 2021 Few-Shot Learning image-classification
— Unverified Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition Jan 8, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Few-Shot Learning with Class Imbalance Jan 7, 2021 Few-Shot Learning Meta-Learning
Code Code Available Local Propagation for Few-Shot Learning Jan 5, 2021 Few-Shot Learning
— Unverified 