Label Semantics for Few Shot Named Entity Recognition Mar 16, 2022 Few-Shot Learning Few-shot NER
Code Code Available Self-Promoted Supervision for Few-Shot Transformer Mar 14, 2022 Data Augmentation Few-Shot Learning
Code Code Available Worst Case Matters for Few-Shot Recognition Mar 13, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available InstructionNER: A Multi-Task Instruction-Based Generative Framework for Few-shot NER Mar 8, 2022 Entity Typing Few-Shot Learning
Code Code Available Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available Towards better understanding and better generalization of few-shot classification in histology images with contrastive learning Feb 18, 2022 Contrastive Learning Few-Shot Learning
Code Code Available A Modern Self-Referential Weight Matrix That Learns to Modify Itself Feb 11, 2022 Few-Shot Learning
Code Code Available Bias-Eliminated Semantic Refinement for Any-Shot Learning Feb 10, 2022 Few-Shot Learning Generalized Zero-Shot Learning
Code Code Available Generating Training Data with Language Models: Towards Zero-Shot Language Understanding Feb 9, 2022 Few-Shot Learning MNLI-m
Code Code Available Understanding Cross-Domain Few-Shot Learning Based on Domain Similarity and Few-Shot Difficulty Feb 1, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Similarity Learning based Few Shot Learning for ECG Time Series Classification Jan 31, 2022 Dynamic Time Warping Few-Shot Learning
Code Code Available Mobile Robot Manipulation using Pure Object Detection Jan 28, 2022 Depth Estimation Few-Shot Learning
Code Code Available Clinical-Longformer and Clinical-BigBird: Transformers for long clinical sequences Jan 27, 2022 Clinical Knowledge Document Classification
Code Code Available IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages Jan 27, 2022 Cross-Modal Retrieval Few-Shot Learning
Code Code Available EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Jan 24, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available From Examples to Rules: Neural Guided Rule Synthesis for Information Extraction Jan 16, 2022 Enumerative Search Few-Shot Learning
Code Code Available HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning Jan 11, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Resolving Camera Position for a Practical Application of Gaze Estimation on Edge Devices Jan 9, 2022 Few-Shot Learning Gaze Estimation
Code Code Available EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available A Neural Network Solves, Explains, and Generates University Math Problems by Program Synthesis and Few-Shot Learning at Human Level Dec 31, 2021 Few-Shot Learning Language Modelling
Code Code Available Recursive Least-Squares Estimator-Aided Online Learning for Visual Tracking Dec 28, 2021 Continual Learning Few-Shot Learning
Code Code Available PriFit: Learning to Fit Primitives Improves Few Shot Point Cloud Segmentation Dec 27, 2021 Few-Shot Learning Point Cloud Segmentation
Code Code Available N-Omniglot, a large-scale neuromorphic dataset for spatio-temporal sparse few-shot learning Dec 25, 2021 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Learning with Multilingual Language Models Dec 20, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Shaping Visual Representations with Attributes for Few-Shot Recognition Dec 13, 2021 Attribute Few-Shot Learning
Code Code Available Learning Instance and Task-Aware Dynamic Kernels for Few Shot Learning Dec 7, 2021 Few-Shot Learning Novel Concepts
Code Code Available Label Hallucination for Few-Shot Classification Dec 6, 2021 Classification Few-Shot Learning
Code Code Available PointCLIP: Point Cloud Understanding by CLIP Dec 4, 2021 3D Open-Vocabulary Instance Segmentation Few-Shot Learning
Code Code Available Linear algebra with transformers Dec 3, 2021 Automated Theorem Proving Few-Shot Learning
Code Code Available CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Dec 3, 2021 Active Learning Deep Learning
Code Code Available PartImageNet: A Large, High-Quality Dataset of Parts Dec 2, 2021 Activity Recognition Few-Shot Learning
Code Code Available POODLE: Improving Few-shot Learning via Penalizing Out-of-Distribution Samples NeurIPS 2021 Dec 1, 2021 Few-Shot Learning
Code Code Available Zero-Shot Learning in Named-Entity Recognition with External Knowledge Nov 15, 2021 Few-Shot Learning named-entity-recognition
Code Code Available Feature Generation for Long-tail Classification Nov 10, 2021 Classification Few-Shot Learning
Code Code Available SEGA: Semantic Guided Attention on Visual Prototype for Few-Shot Learning Nov 8, 2021 feature selection Few-Shot Learning
Code Code Available "Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer Nov 8, 2021 Few-Shot Learning Meta Reinforcement Learning
Code Code Available CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Nov 4, 2021 Few-Shot Learning Natural Language Understanding
Code Code Available An Explanation of In-context Learning as Implicit Bayesian Inference Nov 3, 2021 Few-Shot Learning In-Context Learning
Code Code Available Towards Realistic Few-Shot Relation Extraction Nov 1, 2021 Classification Few-Shot Learning
Code Code Available TransPrompt: Towards an Automatic Transferable Prompting Framework for Few-shot Text Classification Nov 1, 2021 Few-Shot Learning Few-Shot Text Classification
Code Code Available Overcoming Catastrophic Forgetting in Incremental Few-Shot Learning by Finding Flat Minima Oct 30, 2021 Few-Shot Class-Incremental Learning Few-Shot Learning
Code Code Available MetaICL: Learning to Learn In Context Oct 29, 2021 Few-Shot Learning In-Context Learning
Code Code Available Neural View Synthesis and Matching for Semi-Supervised Few-Shot Learning of 3D Pose Oct 27, 2021 3D Pose Estimation Few-Shot Learning
Code Code Available Non-Gaussian Gaussian Processes for Few-Shot Regression Oct 26, 2021 Few-Shot Learning Gaussian Processes
Code Code Available On sensitivity of meta-learning to support data Oct 26, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation Oct 23, 2021 Few-Shot Learning Out-of-Distribution Generalization
Code Code Available MaskSplit: Self-supervised Meta-learning for Few-shot Semantic Segmentation Oct 23, 2021 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Squeezing Backbone Feature Distributions to the Max for Efficient Few-Shot Learning Oct 18, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available Hyperseed: Unsupervised Learning with Vector Symbolic Architectures Oct 15, 2021 Few-Shot Learning Language Identification
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