Few-shot Intent Classification and Slot Filling with Retrieved Examples Apr 12, 2021 Classification Few-Shot Learning
— Unverified Contextual HyperNetworks for Novel Feature Adaptation Apr 12, 2021 Few-Shot Learning Imputation
— Unverified How Sensitive are Meta-Learners to Dataset Imbalance? Apr 12, 2021 Few-Shot Learning Meta-Learning
Code Code Available On Unifying Misinformation Detection Apr 12, 2021 Few-Shot Learning Misinformation
Code Code Available Meta-Learning for Fast Cross-Lingual Adaptation in Dependency Parsing Apr 10, 2021 Dependency Parsing Few-Shot Learning
Code Code Available Reinforced Attention for Few-Shot Learning and Beyond Apr 9, 2021 Few-Shot Learning image-classification
— Unverified ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition Apr 8, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-Shot Action Recognition with Compromised Metric via Optimal Transport Apr 8, 2021 Action Recognition Few-Shot action recognition
— Unverified SiT: Self-supervised vIsion Transformer Apr 8, 2021 Few-Shot Learning Self-Supervised Learning
Code Code Available Towards Enabling Meta-Learning from Target Models Apr 8, 2021 Few-Shot Learning Inductive Bias
Code Code Available Comparing Transfer and Meta Learning Approaches on a Unified Few-Shot Classification Benchmark Apr 6, 2021 Few-Shot Learning General Classification
— Unverified Efficient Personalized Speech Enhancement through Self-Supervised Learning Apr 5, 2021 Few-Shot Learning Model Compression
— Unverified Towards Offensive Language Identification for Dravidian Languages Apr 1, 2021 Few-Shot Learning Language Identification
Code Code Available Story Centaur: Large Language Model Few Shot Learning as a Creative Writing Tool Apr 1, 2021 Few-Shot Learning Language Modeling
— Unverified Federated Few-Shot Learning with Adversarial Learning Apr 1, 2021 Federated Learning Few-Shot Learning
— Unverified Modular Adaptation for Cross-Domain Few-Shot Learning Apr 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available FAPIS: A Few-shot Anchor-free Part-based Instance Segmenter Mar 31, 2021 Few-shot Instance Segmentation Few-Shot Learning
Code Code Available Few-shot learning through contextual data augmentation Mar 31, 2021 Data Augmentation Few-Shot Learning
Code Code Available Head2HeadFS: Video-based Head Reenactment with Few-shot Learning Mar 30, 2021 Few-Shot Learning Pose Transfer
— Unverified Pre-training strategies and datasets for facial representation learning Mar 30, 2021 3D Face Reconstruction 3D Facial Landmark Localization
Code Code Available von Mises-Fisher Loss: An Exploration of Embedding Geometries for Supervised Learning Mar 29, 2021 Classification Few-Shot Learning
Code Code Available Explaining Representation by Mutual Information Mar 28, 2021 BIG-bench Machine Learning Few-Shot Learning
— Unverified IUP: An Intelligent Utility Prediction Scheme for Solid-State Fermentation in 5G IoT Mar 28, 2021 Few-Shot Learning Prediction
— Unverified When Few-Shot Learning Meets Video Object Detection Mar 26, 2021 Few-Shot Learning Few-Shot Video Object Detection
— Unverified MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning Mar 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available Spirit Distillation: Precise Real-time Semantic Segmentation of Road Scenes with Insufficient Data Mar 25, 2021 Autonomous Driving Few-Shot Learning
— Unverified Learning Dynamic Alignment via Meta-filter for Few-shot Learning Mar 25, 2021 Few-Shot Learning Position
Code Code Available Orthogonal Projection Loss Mar 25, 2021 Domain Generalization Few-Shot Learning
Code Code Available Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available Prototypical Representation Learning for Relation Extraction Mar 22, 2021 Few-Shot Learning Relation
Code Code Available Improving and Simplifying Pattern Exploiting Training Mar 22, 2021 Few-Shot Learning
Code Code Available Multi-level Metric Learning for Few-shot Image Recognition Mar 21, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Real-Time Visual Object Tracking via Few-Shot Learning Mar 18, 2021 Few-Shot Learning Object
— Unverified A New Method for Features Normalization in Motor Imagery Few-Shot Learning using Resting-State Mar 17, 2021 Brain Computer Interface Classification
— Unverified Towards Few-Shot Fact-Checking via Perplexity Mar 17, 2021 Fact Checking Few-Shot Learning
— Unverified Repurposing Pretrained Models for Robust Out-of-domain Few-Shot Learning Mar 16, 2021 Few-Shot Learning Meta-Learning
Code Code Available DMN4: Few-shot Learning via Discriminative Mutual Nearest Neighbor Neural Network Mar 15, 2021 Few-Shot Learning
— Unverified Distance Metric-Based Learning with Interpolated Latent Features for Location Classification in Endoscopy Image and Video Mar 15, 2021 Anomaly Detection Few-Shot Learning
— Unverified A Few-Shot Learning Approach for Accelerated MRI via Fusion of Data-Driven and Subject-Driven Priors Mar 13, 2021 Few-Shot Learning MRI Reconstruction
— Unverified Inductive Relation Prediction by BERT Mar 12, 2021 Few-Shot Learning Inductive Learning
Code Code Available FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Mar 10, 2021 Contrastive Learning Cross-Domain Few-Shot Object Detection
Code Code Available Multi-Pretext Attention Network for Few-shot Learning with Self-supervision Mar 10, 2021 Clustering Few-Shot Learning
Code Code Available Few-Shot Learning of an Interleaved Text Summarization Model by Pretraining with Synthetic Data Mar 8, 2021 Decoder Disentanglement
— Unverified Few-shot Learning for Slot Tagging with Attentive Relational Network Mar 3, 2021 Few-Shot Learning
— Unverified Few-shot Open-set Recognition by Transformation Consistency Mar 2, 2021 Few-Shot Learning Open Set Learning
Code Code Available A Minimalist Dataset for Systematic Generalization of Perception, Syntax, and Semantics Mar 2, 2021 Few-Shot Learning Program Synthesis
— Unverified Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mar 1, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available OmniNet: Omnidirectional Representations from Transformers Mar 1, 2021 de-en Few-Shot Learning
Code Code Available Meta-learning One-class Classifiers with Eigenvalue Solvers for Supervised Anomaly Detection Mar 1, 2021 Anomaly Detection Few-Shot Learning
— Unverified Domain Adaptation for Learning Generator from Paired Few-Shot Data Feb 25, 2021 Diversity Domain Adaptation
— Unverified 