One Representative-Shot Learning Using a Population-Driven Template with Application to Brain Connectivity Classification and Evolution Prediction Oct 6, 2021 Few-Shot Learning One-Shot Learning
Code Code Available A Few-shot Learning Graph Multi-Trajectory Evolution Network for Forecasting Multimodal Baby Connectivity Development from a Baseline Timepoint Oct 6, 2021 Few-Shot Learning Trajectory Prediction
Code Code Available Weak Novel Categories without Tears: A Survey on Weak-Shot Learning Oct 6, 2021 Few-Shot Learning image-classification
Code Code Available Multi-Objective Few-shot Learning for Fair Classification Oct 5, 2021 Attribute Classification
— Unverified Task Affinity with Maximum Bipartite Matching in Few-Shot Learning Oct 5, 2021 Few-Shot Learning
Code Code Available Revisiting Self-Training for Few-Shot Learning of Language Model Oct 4, 2021 Benchmarking Few-Shot Learning
Code Code Available UserIdentifier: Implicit User Representations for Simple and Effective Personalized Sentiment Analysis Oct 1, 2021 Few-Shot Learning Sentiment Analysis
— Unverified Self-Attentive Constituency Parsing for UCCA-based Semantic Parsing Oct 1, 2021 Constituency Parsing Few-Shot Learning
— Unverified Revisiting Linear Decision Boundaries for Few-Shot Learning with Transformer Hypernetworks Sep 29, 2021 Few-Shot Learning image-classification
— Unverified MDFL: A UNIFIED FRAMEWORK WITH META-DROPOUT FOR FEW-SHOT LEARNING Sep 29, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Few-shot Learning with Big Prototypes Sep 29, 2021 Few-Shot Learning
— Unverified Invariance-Guided Feature Evolution for Few-Shot Learning Sep 29, 2021 domain classification Few-Shot Learning
— Unverified A theoretically grounded characterization of feature representations Sep 29, 2021 Few-Shot Learning Self-Supervised Learning
— Unverified Self-Supervised Prime-Dual Networks for Few-Shot Image Classification Sep 29, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Few-shot graph link prediction with domain adaptation Sep 29, 2021 Domain Adaptation Few-Shot Learning
— Unverified Linear algebra with transformers Sep 29, 2021 Automated Theorem Proving Few-Shot Learning
— Unverified Hierarchical Cross Contrastive Learning of Visual Representations Sep 29, 2021 Contrastive Learning Few-Shot Learning
— Unverified Robust Cross-Modal Semi-supervised Few Shot Learning Sep 29, 2021 Few-Shot Learning Generative Adversarial Network
— Unverified Refining Multimodal Representations using a modality-centric self-supervised module Sep 29, 2021 Few-Shot Learning
— Unverified Switch to Generalize: Domain-Switch Learning for Cross-Domain Few-Shot Classification Sep 29, 2021 Cross-Domain Few-Shot Domain Generalization
— Unverified Loss meta-learning for forecasting Sep 29, 2021 Few-Shot Learning Meta-Learning
— Unverified Assessing two novel distance-based loss functions for few-shot image classification Sep 29, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified ConFeSS: A Framework for Single Source Cross-Domain Few-Shot Learning Sep 29, 2021 Contrastive Learning Cross-Domain Few-Shot
— Unverified MemREIN: Rein the Domain Shift for Cross-Domain Few-Shot Learning Sep 29, 2021 Contrastive Learning Cross-Domain Few-Shot
— Unverified Generate, Annotate, and Learn: Generative Models Advance Self-Training and Knowledge Distillation Sep 29, 2021 Few-Shot Learning Knowledge Distillation
— Unverified Early-Stopping for Meta-Learning: Estimating Generalization from the Activation Dynamics Sep 29, 2021 Few-Shot Learning Meta-Learning
— Unverified Neural Variational Dropout Processes Sep 29, 2021 Few-Shot Learning Image Inpainting
— Unverified Meta Learning with Minimax Regularization Sep 29, 2021 Few-Shot Learning Meta-Learning
— Unverified Generalized Sampling Method for Few Shot Learning Sep 29, 2021 Few-Shot Learning
— Unverified Few-Shot Multi-task Learning via Implicit regularization Sep 29, 2021 Few-Shot Learning Multi-Task Learning
— Unverified Dataset Bias Prediction for Few-Shot Image Classification Sep 29, 2021 Classification Few-Shot Image Classification
— Unverified HyperTransformer: Attention-Based CNN Model Generation from Few Samples Sep 29, 2021 Few-Shot Learning
— Unverified Few-shot Learning via Dirichlet Tessellation Ensemble Sep 29, 2021 Few-Shot Learning
— Unverified MetaHistoSeg: A Python Framework for Meta Learning in Histopathology Image Segmentation Sep 29, 2021 Domain Generalization Few-Shot Learning
— Unverified Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis Sep 29, 2021 Few-Shot Learning Generalization Bounds
Code Code Available Template-free Prompt Tuning for Few-shot NER Sep 28, 2021 Few-Shot Learning Few-shot NER
Code Code Available RAFT: A Real-World Few-Shot Text Classification Benchmark Sep 28, 2021 Classification Few-Shot Learning
Code Code Available Multimodality in Meta-Learning: A Comprehensive Survey Sep 28, 2021 Few-Shot Learning Meta-Learning
— Unverified Sparse Spatial Transformers for Few-Shot Learning Sep 27, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available A Multi-stage Transfer Learning Framework for Diabetic Retinopathy Grading on Small Data Sep 24, 2021 Diabetic Retinopathy Grading Few-Shot Learning
— Unverified Towards Generalized and Incremental Few-Shot Object Detection Sep 23, 2021 Autonomous Driving Continual Learning
— Unverified Paint4Poem: A Dataset for Artistic Visualization of Classical Chinese Poems Sep 23, 2021 Few-Shot Learning Image Generation
Code Code Available Learning by Examples Based on Multi-level Optimization Sep 22, 2021 Few-Shot Learning
— Unverified Multi-Domain Few-Shot Learning and Dataset for Agricultural Applications Sep 21, 2021 Few-Shot Image Classification Few-Shot Learning
— Unverified Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks Sep 20, 2021 Emotion Classification Emotion Recognition
Code Code Available FlipDA: Effective and Robust Data Augmentation for Few-Shot Learning Sep 17, 2021 Data Augmentation Few-Shot Learning
— Unverified MHFC: Multi-Head Feature Collaboration for Few-Shot Learning Sep 16, 2021 Few-Shot Learning
— Unverified Reframing Instructional Prompts to GPTk's Language Sep 16, 2021 Few-Shot Learning Question Generation
— Unverified Partner-Assisted Learning for Few-Shot Image Classification Sep 15, 2021 Classification Few-Shot Image Classification
— Unverified 