Adaptive Distribution Calibration for Few-Shot Learning with Hierarchical Optimal Transport Oct 9, 2022 Domain Generalization Few-Shot Learning
— Unverified Adversarially Robust Prototypical Few-shot Segmentation with Neural-ODEs Oct 7, 2022 Adversarial Defense Few-Shot Learning
Code Code Available Unsupervised Few-shot Learning via Deep Laplacian Eigenmaps Oct 7, 2022 Few-Shot Learning Linear evaluation
— Unverified AI-Driven Road Maintenance Inspection v2: Reducing Data Dependency & Quantifying Road Damage Oct 7, 2022 Few-Shot Learning object-detection
— Unverified Hypernetwork approach to Bayesian MAML Oct 6, 2022 Few-Shot Learning Meta-Learning
Code Code Available Bayesian Prompt Learning for Image-Language Model Generalization Oct 5, 2022 Few-Shot Learning Language Modeling
Code Code Available Uncertainty-Aware Meta-Learning for Multimodal Task Distributions Oct 4, 2022 Bayesian Inference Few-Shot Learning
Code Code Available Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Oct 4, 2022 Few-Shot Learning
Code Code Available CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Oct 3, 2022 3D Point Cloud Classification Contrastive Learning
Code Code Available LASP: Text-to-Text Optimization for Language-Aware Soft Prompting of Vision & Language Models Oct 3, 2022 Few-Shot Learning Language Modelling
Code Code Available AdBERT: An Effective Few Shot Learning Framework for Aligning Tweets to Superbowl Advertisements Oct 1, 2022 Few-Shot Learning Marketing
— Unverified TEAM UFAL @ CreativeSumm 2022: BART and SamSum based few-shot approach for creative Summarization Oct 1, 2022 Few-Shot Learning
— Unverified PCBERT: Parent and Child BERT for Chinese Few-shot NER Oct 1, 2022 Few-Shot Learning few-shot-ner
Code Code Available Visual Prompt Tuning for Few-Shot Text Classification Oct 1, 2022 Classification Few-Shot Learning
— Unverified CLoSE: Contrastive Learning of Subframe Embeddings for Political Bias Classification of News Media Oct 1, 2022 Articles Contrastive Learning
Code Code Available Eureka: Neural Insight Learning for Knowledge Graph Reasoning Oct 1, 2022 Few-Shot Learning
— Unverified MetaSLRCL: A Self-Adaptive Learning Rate and Curriculum Learning Based Framework for Few-Shot Text Classification Oct 1, 2022 Few-Shot Learning Few-Shot Text Classification
— Unverified Learnable Distribution Calibration for Few-Shot Class-Incremental Learning Oct 1, 2022 class-incremental learning Class Incremental Learning
— Unverified Offline Handwritten Amharic Character Recognition Using Few-shot Learning Oct 1, 2022 Few-Shot Learning image-classification
Code Code Available Contrastive Graph Few-Shot Learning Sep 30, 2022 Contrastive Learning Few-Shot Learning
— Unverified Active Transfer Prototypical Network: An Efficient Labeling Algorithm for Time-Series Data Sep 28, 2022 Active Learning Few-Shot Learning
— Unverified An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning Sep 28, 2022 Few-Shot Learning
Code Code Available Revisiting Few-Shot Learning from a Causal Perspective Sep 28, 2022 Diversity Few-Shot Learning
Code Code Available Less is More: Rethinking Few-Shot Learning and Recurrent Neural Nets Sep 28, 2022 Computational Efficiency Deblurring
— Unverified Collaboration of Pre-trained Models Makes Better Few-shot Learner Sep 25, 2022 Few-Shot Learning Representation Learning
— Unverified Learning Chess With Language Models and Transformers Sep 24, 2022 Few-Shot Learning Language Modeling
— Unverified Efficient Few-Shot Learning Without Prompts Sep 22, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available A Few Shot Multi-Representation Approach for N-gram Spotting in Historical Manuscripts Sep 21, 2022 Few-Shot Learning Handwritten Text Recognition
— Unverified AirFi: Empowering WiFi-based Passive Human Gesture Recognition to Unseen Environment via Domain Generalization Sep 21, 2022 Domain Adaptation Domain Generalization
— Unverified Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models Sep 20, 2022 Few-Shot Learning Language Modeling
Code Code Available Meta-Adapters: Parameter Efficient Few-shot Fine-tuning through Meta-Learning Sep 19, 2022 Few-Shot Learning Meta-Learning
Code Code Available Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification Sep 18, 2022 Bayesian Inference Clustering
— Unverified Few-Shot Classification with Contrastive Learning Sep 17, 2022 Classification Contrastive Learning
— Unverified Prototypical few-shot segmentation for cross-institution male pelvic structures with spatial registration Sep 12, 2022 Few-Shot Learning Medical Image Analysis
Code Code Available FETA: Towards Specializing Foundation Models for Expert Task Applications Sep 8, 2022 Domain Generalization Few-Shot Learning
Code Code Available Data-Driven Target Localization Using Adaptive Radar Processing and Convolutional Neural Networks Sep 7, 2022 Few-Shot Learning regression
— Unverified A Study on Representation Transfer for Few-Shot Learning Sep 5, 2022 Classification feature selection
— Unverified Class-Specific Channel Attention for Few-Shot Learning Sep 3, 2022 Few-Shot Classification and Segmentation Few-Shot Image Classification
— Unverified How to Prompt? Opportunities and Challenges of Zero- and Few-Shot Learning for Human-AI Interaction in Creative Applications of Generative Models Sep 3, 2022 Few-Shot Learning
— Unverified Learn to Adapt to New Environment from Past Experience and Few Pilot Sep 2, 2022 Deep Learning Few-Shot Learning
— Unverified IMG2IMU: Translating Knowledge from Large-Scale Images to IMU Sensing Applications Sep 2, 2022 Contrastive Learning Diversity
— Unverified Few-Shot Learning for Clinical Natural Language Processing Using Siamese Neural Networks Aug 31, 2022 Deep Learning Few-Shot Learning
— Unverified NeurIPS'22 Cross-Domain MetaDL competition: Design and baseline results Aug 31, 2022 Few-Shot Image Classification Few-Shot Learning
— Unverified Automatic Identification of Coal and Rock/Gangue Based on DenseNet and Gaussian Process Aug 31, 2022 Few-Shot Learning
— Unverified Prompt Tuning with Soft Context Sharing for Vision-Language Models Aug 29, 2022 Few-Shot Learning Multi-Task Learning
Code Code Available Expanding continual few-shot learning benchmarks to include recognition of specific instances Aug 26, 2022 continual few-shot learning Continual Learning
Code Code Available Robust Prototypical Few-Shot Organ Segmentation with Regularized Neural-ODEs Aug 26, 2022 Adversarial Robustness Few-Shot Learning
Code Code Available Disentangle and Remerge: Interventional Knowledge Distillation for Few-Shot Object Detection from A Conditional Causal Perspective Aug 26, 2022 Few-Shot Learning Few-Shot Object Detection
Code Code Available Few-Shot Learning Meets Transformer: Unified Query-Support Transformers for Few-Shot Classification Aug 26, 2022 Decoder Few-Shot Learning
— Unverified Adversarial Feature Augmentation for Cross-domain Few-shot Classification Aug 23, 2022 Classification Cross-Domain Few-Shot
Code Code Available 