Prototype Rectification for Few-Shot Learning Nov 25, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Generalized Adaptation for Few-Shot Learning Nov 25, 2019 Few-Shot Image Classification Few-Shot Learning
— Unverified Facial Landmark Correlation Analysis Nov 24, 2019 Facial Landmark Detection Few-Shot Learning
— Unverified Invenio: Discovering Hidden Relationships Between Tasks/Domains Using Structured Meta Learning Nov 24, 2019 Few-Shot Learning Meta-Learning
— Unverified Meta Adaptation using Importance Weighted Demonstrations Nov 23, 2019 Diversity Few-Shot Learning
— Unverified Differentiable Meta-learning Model for Few-shot Semantic Segmentation Nov 23, 2019 Few-Shot Learning Few-Shot Semantic Segmentation
— Unverified A Conceptual Framework for Lifelong Learning Nov 21, 2019 Continual Learning Few-Shot Learning
— Unverified Knowledge Graph Transfer Network for Few-Shot Recognition Nov 21, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning to Control Latent Representations for Few-Shot Learning of Named Entities Nov 19, 2019 Few-Shot Learning Management
— Unverified Program synthesis performance constrained by non-linear spatial relations in Synthetic Visual Reasoning Test Nov 18, 2019 Few-Shot Learning Program Synthesis
Code Code Available Defensive Few-shot Learning Nov 16, 2019 Adversarial Defense Few-Shot Learning
Code Code Available Self-Supervised Learning For Few-Shot Image Classification Nov 14, 2019 Classification Cross-Domain Few-Shot
Code Code Available SimpleShot: Revisiting Nearest-Neighbor Classification for Few-Shot Learning Nov 12, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning from the Past: Continual Meta-Learning via Bayesian Graph Modeling Nov 12, 2019 Continual Learning Few-Shot Learning
— Unverified Contract Discovery: Dataset and a Few-Shot Semantic Retrieval Challenge with Competitive Baselines Nov 10, 2019 Few-Shot Learning Language Modeling
Code Code Available Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Nov 10, 2019 Diversity Entity Typing
Code Code Available Penalty Method for Inversion-Free Deep Bilevel Optimization Nov 8, 2019 Bilevel Optimization Data Poisoning
Code Code Available On-Device Machine Learning: An Algorithms and Learning Theory Perspective Nov 2, 2019 BIG-bench Machine Learning Few-Shot Learning
— Unverified Metric Learning with Background Noise Class for Few-shot Detection of Rare Sound Events Oct 30, 2019 Few-Shot Learning Metric Learning
— Unverified Multimodal Model-Agnostic Meta-Learning via Task-Aware Modulation Oct 30, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available A Neural Topic-Attention Model for Medical Term Abbreviation Disambiguation Oct 30, 2019 Few-Shot Learning Sentence
Code Code Available AMP0: Species-Specific Prediction of Anti-microbial Peptides using Zero and Few Shot Learning Oct 28, 2019 Few-Shot Learning
— Unverified Shoestring: Graph-Based Semi-Supervised Learning with Severely Limited Labeled Data Oct 28, 2019 Classification Few-Shot Learning
Code Code Available Neural Similarity Learning Oct 28, 2019 Few-Shot Learning
Code Code Available Meta-Learning with Dynamic-Memory-Based Prototypical Network for Few-Shot Event Detection Oct 25, 2019 Event Detection Event Extraction
Code Code Available Texture Bias Of CNNs Limits Few-Shot Classification Performance Oct 18, 2019 Classification Few-Shot Learning
— Unverified Face Behavior a la carte: Expressions, Affect and Action Units in a Single Network Oct 15, 2019 Emotion Recognition Few-Shot Learning
— Unverified Artistic Glyph Image Synthesis via One-Stage Few-Shot Learning Oct 11, 2019 Few-Shot Learning Image Generation
Code Code Available On-chip Few-shot Learning with Surrogate Gradient Descent on a Neuromorphic Processor Oct 11, 2019 Few-Shot Learning Transfer Learning
— Unverified Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available Semi Few-Shot Attribute Translation Oct 8, 2019 Attribute Few-Shot Learning
— Unverified When Does Self-supervision Improve Few-shot Learning? Oct 8, 2019 Few-Shot Learning Meta-Learning
Code Code Available Graph Few-shot Learning via Knowledge Transfer Oct 7, 2019 Few-Shot Learning General Classification
Code Code Available Meta-Transfer Learning through Hard Tasks Oct 7, 2019 Few-Shot Learning Meta-Learning
Code Code Available Compositional Generalization for Primitive Substitutions Oct 7, 2019 Few-Shot Learning Machine Translation
Code Code Available Transductive Episodic-Wise Adaptive Metric for Few-Shot Learning Oct 5, 2019 Few-Shot Learning Meta-Learning
— Unverified Few-Shot Abstract Visual Reasoning With Spectral Features Oct 4, 2019 Few-Shot Learning Visual Reasoning
— Unverified Data-Efficient Goal-Oriented Conversation with Dialogue Knowledge Transfer Networks Oct 3, 2019 Dialogue Generation Few-Shot Learning
— Unverified Adversarially Robust Few-Shot Learning: A Meta-Learning Approach Oct 2, 2019 Classification Few-Shot Image Classification
Code Code Available Collect and Select: Semantic Alignment Metric Learning for Few-Shot Learning Oct 1, 2019 Few-Shot Learning Metric Learning
Code Code Available Meta-Learning to Detect Rare Objects Oct 1, 2019 Few-Shot Learning Few-Shot Object Detection
— Unverified Variational Few-Shot Learning Oct 1, 2019 Few-Shot Learning Metric Learning
— Unverified SILCO: Show a Few Images, Localize the Common Object Oct 1, 2019 Few-Shot Learning
— Unverified Graph convolutional networks for learning with few clean and many noisy labels Oct 1, 2019 Few-Shot Learning General Classification
Code Code Available Bad Form: Comparing Context-Based and Form-Based Few-Shot Learning in Distributional Semantic Models Oct 1, 2019 Few-Shot Learning Form
— Unverified Revisiting Fine-tuning for Few-shot Learning Oct 1, 2019 Category-Agnostic Pose Estimation Few-Shot Learning
— Unverified Meta-learning algorithms for Few-Shot Computer Vision Sep 30, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Meta R-CNN : Towards General Solver for Instance-level Few-shot Learning Sep 28, 2019 Few-Shot Learning Few-Shot Object Detection
— Unverified BEAN: Interpretable Representation Learning with Biologically-Enhanced Artificial Neuronal Assembly Regularization Sep 27, 2019 Few-Shot Learning Representation Learning
— Unverified RLBench: The Robot Learning Benchmark & Learning Environment Sep 26, 2019 Few-Shot Learning Imitation Learning
Code Code Available 