FAITH: Few-Shot Graph Classification with Hierarchical Task Graphs May 5, 2022 Classification Few-Shot Learning
Code Code Available 5 Meta-Learning of Neural Architectures for Few-Shot Learning Nov 25, 2019 Few-Shot Learning Meta-Learning
Code Code Available 5 Fast and Flexible Multi-Task Classification Using Conditional Neural Adaptive Processes Jun 18, 2019 Active Learning Continual Learning
Code Code Available 5 FDFtNet: Facing Off Fake Images using Fake Detection Fine-tuning Network Jan 5, 2020 Face Swapping Few-Shot Learning
Code Code Available 5 Fast Learning of Dynamic Hand Gesture Recognition with Few-Shot Learning Models Dec 16, 2022 Few-Shot Learning Gesture Recognition
Code Code Available 5 Meta-Learning with Adaptive Hyperparameters Oct 31, 2020 Few-Shot Learning Meta-Learning
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 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 FewSAR: A Few-shot SAR Image Classification Benchmark Jun 16, 2023 Classification Few-Shot Learning
Code Code Available 5 Federated Few-Shot Learning for Mobile NLP Dec 12, 2022 Few-Shot Learning Privacy Preserving
Code Code Available 5 All in One and One for All: A Simple yet Effective Method towards Cross-domain Graph Pretraining Feb 15, 2024 All Few-Shot Learning
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 FewCLUE: A Chinese Few-shot Learning Evaluation Benchmark Jul 15, 2021 Few-Shot Learning Machine Reading Comprehension
Code Code Available 5 Laplacian Regularized Few-Shot Learning Jun 28, 2020 Clustering Few-Shot Image Classification
Code Code Available 5 Few-shot bioacoustic event detection at the DCASE 2023 challenge Jun 15, 2023 Event Detection Few-Shot Learning
Code Code Available 5 Meta-SGD: Learning to Learn Quickly for Few-Shot Learning Jul 31, 2017 Few-Shot Learning Meta-Learning
Code Code Available 5 DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available 5 Few-Shot and Continual Learning with Attentive Independent Mechanisms Jul 29, 2021 Continual Learning Few-Shot Learning
Code Code Available 5 Meta-Transfer Learning through Hard Tasks Oct 7, 2019 Few-Shot Learning Meta-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 Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available 5 Few-shot Classification via Adaptive Attention Aug 6, 2020 Classification Few-Shot Learning
Code Code Available 5 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available 5 Few-Shot Document-Level Relation Extraction May 4, 2022 Document-level Relation Extraction Domain Adaptation
Code Code Available 5 Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Jun 24, 2021 Few-Shot Learning Prompt Engineering
Code Code Available 5 Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks Sep 20, 2021 Emotion Classification Emotion Recognition
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 Few-shot Learner Parameterization by Diffusion Time-steps Mar 5, 2024 Few-Shot Learning Inductive Bias
Code Code Available 5 DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available 5 MOLE: Metadata Extraction and Validation in Scientific Papers Using LLMs May 26, 2025 Articles Few-Shot Learning
Code Code Available 5 Few-Shot Learning Enables Population-Scale Analysis of Leaf Traits in Populus trichocarpa Jan 24, 2023 Few-Shot Learning Plant Phenotyping
Code Code Available 5 Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning Jan 27, 2023 Few-Shot Learning GSM8K
Code Code Available 5 Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context 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 Few-Shot Learning for Opinion Summarization Apr 30, 2020 Few-Shot Learning Informativeness
Code Code Available 5 Few-shot Decoding of Brain Activation Maps Oct 23, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Multi-view Contrastive Learning for Online Knowledge Distillation Jun 7, 2020 Classification Contrastive Learning
Code Code Available 5 Mutual Contrastive Learning for Visual Representation Learning Apr 26, 2021 Contrastive Learning Few-Shot Learning
Code Code Available 5 Large Language Models as Biomedical Hypothesis Generators: A Comprehensive Evaluation Jul 12, 2024 Few-Shot Learning scientific discovery
Code Code Available 5 Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving Few-Shot Learning
Code Code Available 5 A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Dec 3, 2021 Active Learning Deep Learning
Code Code Available 5 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 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 Few-Shot Learning with a Strong Teacher Jul 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 Few-shot Learning with Multilingual Language Models Dec 20, 2021 Cross-Lingual Transfer 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 Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot Image Classification
Code Code Available 5 Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Mar 6, 2020 Few-Shot Learning Model Selection
Code Code Available 5 BankNote-Net: Open dataset for assistive universal currency recognition Apr 7, 2022 Contrastive Learning Few-Shot Learning
Code Code Available 5 Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 