Few-Shot Learning by Dimensionality Reduction in Gradient Space Jun 7, 2022 Dimensionality Reduction Few-Shot Learning
Code Code Available 5 Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available 5 Alleviating the Sample Selection Bias in Few-shot Learning by Removing Projection to the Centroid Oct 30, 2022 Few-Shot Learning Selection bias
Code Code Available 5 Context-enriched molecule representations improve few-shot drug discovery Apr 24, 2023 Drug Discovery Few-Shot Learning
Code Code Available 5 Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available 5 Few-Shot Learning on Graphs via Super-Classes based on Graph Spectral Measures Feb 27, 2020 Active Learning Classification
Code Code Available 5 Few-shot Learning with Class-Covariance Metric for Hyperspectral Image Classification Jul 26, 2022 Few-Shot Learning Hyperspectral Image Classification
Code Code Available 5 Few-Shot Learning with Class Imbalance Jan 7, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 RARR: Researching and Revising What Language Models Say, Using Language Models Oct 17, 2022 Few-Shot Learning Language Modeling
Code Code Available 5 Few-shot Learning with Noisy Labels Apr 12, 2022 Few-Shot Learning Learning with noisy labels
Code Code Available 5 Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models Sep 20, 2022 Few-Shot Learning Language Modeling
Code Code Available 5 Constellation Nets for Few-Shot Learning Jan 1, 2021 Clustering Few-Shot Image Classification
Code Code Available 5 Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 Compressing Lengthy Context With UltraGist May 26, 2024 Few-Shot Learning
Code Code Available 5 Consistency-guided Prompt Learning for Vision-Language Models Jun 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 Few-Shot Named Entity Recognition: A Comprehensive Study Dec 29, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available 5 Few-shot Network Anomaly Detection via Cross-network Meta-learning Feb 22, 2021 Anomaly Detection Few-Shot Learning
Code Code Available 5 Context-Transformer: Tackling Object Confusion for Few-Shot Detection Mar 16, 2020 Diversity Few-Shot Learning
Code Code Available 5 Few-Shot Bot: Prompt-Based Learning for Dialogue Systems Oct 15, 2021 Chatbot Dialogue State Tracking
Code Code Available 5 A Comprehensive Evaluation of Multi-task Learning and Multi-task Pre-training on EHR Time-series Data Jul 20, 2020 Few-Shot Learning Multi-Task Learning
Code Code Available 5 Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Few Shot Learning Framework to Reduce Inter-observer Variability in Medical Images Aug 7, 2020 Few-Shot Learning
Code Code Available 5 FewshotQA: A simple framework for few-shot learning of question answering tasks using pre-trained text-to-text models Sep 4, 2021 Few-Shot Learning Question Answering
Code Code Available 5 Few-Shot Semantic Parsing for New Predicates Jan 26, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 Few-Shot Single-View 3-D Object Reconstruction with Compositional Priors Apr 14, 2020 3D Reconstruction Decoder
Code Code Available 5 Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation Sep 18, 2023 Contrastive Learning Data Augmentation
Code Code Available 5 FETA: Towards Specializing Foundation Models for Expert Task Applications Sep 8, 2022 Domain Generalization Few-Shot Learning
Code Code Available 5 Contrastive Meta-Learning for Partially Observable Few-Shot Learning Jan 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available 5 BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available 5 Cost-effective Instruction Learning for Pathology Vision and Language Analysis Jul 25, 2024 Few-Shot Learning Language Modelling
Code Code Available 5 Few-Shot Video Object Detection Apr 30, 2021 Diversity Few-Shot Learning
Code Code Available 5 A Modern Self-Referential Weight Matrix That Learns to Modify Itself Feb 11, 2022 Few-Shot Learning
Code Code Available 5 Fine-grained Angular Contrastive Learning with Coarse Labels Dec 7, 2020 Contrastive Learning Few-Shot Learning
Code Code Available 5 AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT Nov 14, 2022 Domain Adaptation Fact Verification
Code Code Available 5 COVID-19 detection from scarce chest x-ray image data using few-shot deep learning approach Feb 11, 2021 Data Augmentation Deep Learning
Code Code Available 5 Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available 5 Better Generalized Few-Shot Learning Even Without Base Data Nov 29, 2022 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available 5 FLEX: Unifying Evaluation for Few-Shot NLP Jul 15, 2021 Few-Shot Learning Language Modeling
Code Code Available 5 Cross-Domain Few-Shot Learning by Representation Fusion Oct 13, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available 5 Cross-domain Few-shot Object Detection with Multi-modal Textual Enrichment Feb 23, 2025 Cross-Domain Few-Shot Cross-Domain Few-Shot Object Detection
Code Code Available 5 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 Few-Shot Learning
Code Code Available 5 From LSAT: The Progress and Challenges of Complex Reasoning Aug 2, 2021 Few-Shot Learning Logical Reasoning
Code Code Available 5 FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Mar 10, 2021 Contrastive Learning Cross-Domain Few-Shot Object Detection
Code Code Available 5 Fuzzy Graph Neural Network for Few-Shot Learning Jul 19, 2020 Few-Shot Learning Graph Neural Network
Code Code Available 5 Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection Jul 16, 2024 Fake News Detection Few-Shot Learning
Code Code Available 5 D^2ST-Adapter: Disentangled-and-Deformable Spatio-Temporal Adapter for Few-shot Action Recognition Dec 3, 2023 Action Recognition Few-Shot action recognition
Code Code Available 5 Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 CLARA: Multilingual Contrastive Learning for Audio Representation Acquisition Oct 18, 2023 Audio Classification Contrastive Learning
Code Code Available 5 