MAML is a Noisy Contrastive Learner in Classification Jun 29, 2021 Classification Few-Shot Learning
Code Code Available Dizygotic Conditional Variational AutoEncoder for Multi-Modal and Partial Modality Absent Few-Shot Learning Jun 28, 2021 Data Augmentation Diversity
— Unverified What's in a Measurement? Using GPT-3 on SemEval 2021 Task 8 -- MeasEval Jun 28, 2021 Few-Shot Learning Language Modelling
— Unverified High-dimensional separability for one- and few-shot learning Jun 28, 2021 Domain Adaptation Few-Shot Learning
— Unverified Generalized Zero-Shot Learning using Multimodal Variational Auto-Encoder with Semantic Concepts Jun 26, 2021 Decoder Few-Shot Learning
— Unverified Multimodal Few-Shot Learning with Frozen Language Models Jun 25, 2021 Few-Shot Learning Language Modeling
— Unverified Circumpapillary OCT-Focused Hybrid Learning for Glaucoma Grading Using Tailored Prototypical Neural Networks Jun 25, 2021 Few-Shot Learning
— Unverified Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Jun 24, 2021 Few-Shot Learning Prompt Engineering
Code Code Available Mutual-Information Based Few-Shot Classification Jun 23, 2021 Benchmarking Classification
Code Code Available Long-term Cross Adversarial Training: A Robust Meta-learning Method for Few-shot Classification Tasks Jun 22, 2021 Adversarial Robustness Classification
Code Code Available Unsupervised Embedding Adaptation via Early-Stage Feature Reconstruction for Few-Shot Classification Jun 22, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Trainable Class Prototypes for Few-Shot Learning Jun 21, 2021 Few-Shot Learning Metric Learning
— Unverified TNT: Text-Conditioned Network with Transductive Inference for Few-Shot Video Classification Jun 21, 2021 Action Classification Classification
Code Code Available Task Attended Meta-Learning for Few-Shot Learning Jun 20, 2021 Few-Shot Learning Meta-Learning
— Unverified Learning Graphs for Knowledge Transfer With Limited Labels Jun 19, 2021 Action Recognition Benchmarking
— Unverified Labeled From Unlabeled: Exploiting Unlabeled Data for Few-Shot Deep HDR Deghosting Jun 19, 2021 Few-Shot Learning
— Unverified Mutual CRF-GNN for Few-Shot Learning Jun 19, 2021 Few-Shot Learning
— Unverified EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization Jun 19, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Episode Adaptive Embedding Networks for Few-shot Learning Jun 17, 2021 Few-Shot Learning Metric Learning
Code Code Available SPeCiaL: Self-Supervised Pretraining for Continual Learning Jun 16, 2021 continual few-shot learning Continual Learning
— Unverified Transductive Few-Shot Learning: Clustering is All You Need? Jun 16, 2021 All Clustering
Code Code Available ECKPN: Explicit Class Knowledge Propagation Network for Transductive Few-shot Learning Jun 16, 2021 Few-Shot Learning
— Unverified Interpretable Self-supervised Multi-task Learning for COVID-19 Information Retrieval and Extraction Jun 15, 2021 Articles Decision Making
— Unverified Dynamic Distillation Network for Cross-Domain Few-Shot Recognition with Unlabeled Data Jun 14, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Few-shot learning of new sound classes for target sound extraction Jun 14, 2021 Few-Shot Learning Target Sound Extraction
— Unverified NDPNet: A novel non-linear data projection network for few-shot fine-grained image classification Jun 13, 2021 Few-Shot Learning Fine-Grained Image Classification
— Unverified Generate, Annotate, and Learn: NLP with Synthetic Text Jun 11, 2021 Few-Shot Learning Image Classification
Code Code Available Learning Compositional Shape Priors for Few-Shot 3D Reconstruction Jun 11, 2021 3D Reconstruction Decoder
— Unverified Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification Jun 10, 2021 Classification Few-Shot Learning
Code Code Available Attentional Meta-learners for Few-shot Polythetic Classification Jun 9, 2021 Classification feature selection
Code Code Available Tensor feature hallucination for few-shot learning Jun 9, 2021 Data Augmentation Few-Shot Learning
Code Code Available Few-Shot Action Localization without Knowing Boundaries Jun 8, 2021 Action Localization Few-Shot Learning
Code Code Available DETReg: Unsupervised Pretraining with Region Priors for Object Detection Jun 8, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available Scaling Vision Transformers Jun 8, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Reinforced Few-Shot Acquisition Function Learning for Bayesian Optimization Jun 8, 2021 Bayesian Optimization Few-Shot Learning
— Unverified Meta-learning with implicit gradients in a few-shot setting for medical image segmentation Jun 6, 2021 Few-Shot Learning Image Segmentation
— Unverified DAMSL: Domain Agnostic Meta Score-based Learning Jun 6, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Reordering Examples Helps during Priming-based Few-Shot Learning Jun 3, 2021 Few-Shot Learning Natural Language Inference
Code Code Available Ethical-Advice Taker: Do Language Models Understand Natural Language Interventions? Jun 2, 2021 Ethics Few-Shot Learning
Code Code Available One Representation to Rule Them All: Identifying Out-of-Support Examples in Few-shot Learning with Generic Representations Jun 2, 2021 All Few-Shot Learning
— Unverified Personalizing Pre-trained Models Jun 2, 2021 Continual Learning Few-Shot Learning
— Unverified Few-Shot Partial-Label Learning Jun 2, 2021 Few-Shot Learning Metric Learning
— Unverified Learning to Learn Semantic Factors in Heterogeneous Image Classification Jun 1, 2021 Bilevel Optimization Classification
— Unverified Scalable Few-Shot Learning of Robust Biomedical Name Representations Jun 1, 2021 Continual Learning Few-Shot Learning
Code Code Available Méta-apprentissage : classification de messages en catégories émotionnelles inconnues en entraînement (Meta-learning : Classifying Messages into Unseen Emotional Categories) Jun 1, 2021 Few-Shot Learning Meta-Learning
— Unverified Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Jun 1, 2021 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Effect of Pre-Training Scale on Intra- and Inter-Domain Full and Few-Shot Transfer Learning for Natural and Medical X-Ray Chest Images May 31, 2021 Few-Shot Learning Image Classification
Code Code Available Multi-Label Few-Shot Learning for Aspect Category Detection May 29, 2021 Aspect Category Detection Few-Shot Learning
— Unverified Bridging the Gap Between Practice and PAC-Bayes Theory in Few-Shot Meta-Learning May 28, 2021 Few-Shot Learning Meta-Learning
— Unverified Learning to Bridge Metric Spaces: Few-shot Joint Learning of Intent Detection and Slot Filling May 25, 2021 Few-Shot Learning Intent Detection
— Unverified 