MAML is a Noisy Contrastive Learner in Classification Jun 29, 2021 Classification Few-Shot Learning
Code Code Available 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 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 EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization Jun 19, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Transductive Few-Shot Learning: Clustering is All You Need? Jun 16, 2021 All Clustering
Code Code Available 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 Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification Jun 10, 2021 Classification 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 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 Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift May 25, 2021 Domain Adaptation Few-Shot Learning
Code Code Available True Few-Shot Learning with Language Models May 24, 2021 Few-Shot Learning Model Selection
Code Code Available Intriguing Properties of Vision Transformers May 21, 2021 Few-Shot Learning Semantic Segmentation
Code Code Available Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available Representation Learning via Global Temporal Alignment and Cycle-Consistency May 11, 2021 Action Classification Dynamic Time Warping
Code Code Available Learning Implicit Temporal Alignment for Few-shot Video Classification May 11, 2021 Action Recognition In Videos Classification
Code Code Available Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Few-Shot Video Object Detection Apr 30, 2021 Diversity Few-Shot Learning
Code Code Available Entailment as Few-Shot Learner Apr 29, 2021 Contrastive Learning Data Augmentation
Code Code Available UVStyle-Net: Unsupervised Few-shot Learning of 3D Style Similarity Measure for B-Reps Apr 28, 2021 Computational Efficiency Few-Shot Learning
Code Code Available Relational Learning with Gated and Attentive Neighbor Aggregator for Few-Shot Knowledge Graph Completion Apr 27, 2021 Few-Shot Learning Knowledge Graph Completion
Code Code Available Mutual Contrastive Learning for Visual Representation Learning Apr 26, 2021 Contrastive Learning Few-Shot Learning
Code Code Available Non-Parametric Few-Shot Learning for Word Sense Disambiguation Apr 26, 2021 Few-Shot Learning Word Sense Disambiguation
Code Code Available The Power of Scale for Parameter-Efficient Prompt Tuning Apr 18, 2021 Few-Shot Learning
Code Code Available CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 Few-Shot Learning
Code Code Available Meta Faster R-CNN: Towards Accurate Few-Shot Object Detection with Attentive Feature Alignment Apr 15, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available How Sensitive are Meta-Learners to Dataset Imbalance? Apr 12, 2021 Few-Shot Learning Meta-Learning
Code Code Available SiT: Self-supervised vIsion Transformer Apr 8, 2021 Few-Shot Learning Self-Supervised Learning
Code Code Available ORBIT: A Real-World Few-Shot Dataset for Teachable Object Recognition Apr 8, 2021 Few-Shot Image Classification 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 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 MetaNODE: Prototype Optimization as a Neural ODE for Few-Shot Learning Mar 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available Orthogonal Projection Loss Mar 25, 2021 Domain Generalization Few-Shot Learning
Code Code Available Learning Dynamic Alignment via Meta-filter for Few-shot Learning Mar 25, 2021 Few-Shot Learning Position
Code Code Available Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available Improving and Simplifying Pattern Exploiting Training Mar 22, 2021 Few-Shot Learning
Code Code Available Prototypical Representation Learning for Relation Extraction Mar 22, 2021 Few-Shot Learning Relation
Code Code Available 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 Few-shot Open-set Recognition by Transformation Consistency Mar 2, 2021 Few-Shot Learning Open Set Learning
Code Code Available 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 Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-Case Feb 24, 2021 Denoising Few-Shot Learning
Code Code Available Dual-Awareness Attention for Few-Shot Object Detection Feb 24, 2021 Few-Shot Learning Few-Shot Object Detection
Code Code Available MetaDelta: A Meta-Learning System for Few-shot Image Classification Feb 22, 2021 Classification Decoder
Code Code Available Few-shot Network Anomaly Detection via Cross-network Meta-learning Feb 22, 2021 Anomaly Detection Few-Shot Learning
Code Code Available On Fast Adversarial Robustness Adaptation in Model-Agnostic Meta-Learning Feb 20, 2021 Adversarial Attack Adversarial Robustness
Code Code Available Calibrate Before Use: Improving Few-Shot Performance of Language Models Feb 19, 2021 Few-Shot Learning
Code Code Available GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning Feb 15, 2021 Few-Shot Learning Gaussian Processes
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