EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available 5 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs Oct 15, 2023 Few-Shot Learning Graph Learning
Code Code Available 5 Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
Code Code Available 5 Few-shot Adaptation Works with UnpredicTable Data Aug 1, 2022 Domain Adaptation Few-Shot Learning
Code Code Available 5 Calibrate Before Use: Improving Few-Shot Performance of Language Models Feb 19, 2021 Few-Shot Learning
Code Code Available 5 Dual Adaptive Representation Alignment for Cross-domain Few-shot Learning Jun 18, 2023 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 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 5 Domain Generalizer: A Few-shot Meta Learning Framework for Domain Generalization in Medical Imaging Aug 18, 2020 Computed Tomography (CT) Domain Generalization
Code Code Available 5 Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 5 DPGN: Distribution Propagation Graph Network for Few-shot Learning Mar 31, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available 5 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 5 Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available 5 Can Explanations Be Useful for Calibrating Black Box Models? Oct 14, 2021 Extractive Question-Answering Few-Shot Learning
Code Code Available 5 Boosting Few-Shot Classification with View-Learnable Contrastive Learning Jul 20, 2021 Classification Contrastive Learning
Code Code Available 5 Discriminative Sample-Guided and Parameter-Efficient Feature Space Adaptation for Cross-Domain Few-Shot Learning Mar 7, 2024 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available 5 BioBERT: a pre-trained biomedical language representation model for biomedical text mining Jan 25, 2019 Drug–drug Interaction Extraction Few-Shot Learning
Code Code Available 5 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 5 Dialogue for Prompting: a Policy-Gradient-Based Discrete Prompt Generation for Few-shot Learning Aug 14, 2023 Few-Shot Learning Reinforcement Learning (RL)
Code Code Available 5 Binocular Mutual Learning for Improving Few-shot Classification Aug 27, 2021 Classification Decision Making
Code Code Available 5 DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available 5 AAPL: Adding Attributes to Prompt Learning for Vision-Language Models Apr 25, 2024 Data Augmentation Domain Generalization
Code Code Available 5 Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
Code Code Available 5 Boosting Few-shot Fine-grained Recognition with Background Suppression and Foreground Alignment Oct 4, 2022 Few-Shot Learning
Code Code Available 5 Bridging Few-Shot Learning and Adaptation: New Challenges of Support-Query Shift May 25, 2021 Domain Adaptation Few-Shot Learning
Code Code Available 5 Boosting on the shoulders of giants in quantum device calibration May 13, 2020 BIG-bench Machine Learning Few-Shot Learning
Code Code Available 5 Borrowing Knowledge From Pre-trained Language Model: A New Data-efficient Visual Learning Paradigm Jan 1, 2023 Domain Generalization Few-Shot Learning
Code Code Available 5 Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise May 2, 2023 counterfactual Few-Shot Learning
Code Code Available 5 Bias-Eliminated Semantic Refinement for Any-Shot Learning Feb 10, 2022 Few-Shot Learning Generalized Zero-Shot Learning
Code Code Available 5 Bridging Molecular Graphs and Large Language Models Mar 5, 2025 Few-Shot Learning
Code Code Available 5 BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification Nov 29, 2020 Few-Shot Learning Fine-Grained Image Classification
Code Code Available 5 Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning Few-Shot Learning
Code Code Available 5 An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning Sep 28, 2022 Few-Shot Learning
Code Code Available 5 CaesarNeRF: Calibrated Semantic Representation for Few-shot Generalizable Neural Rendering Nov 27, 2023 Few-Shot Learning NeRF
Code Code Available 5 Building a Role Specified Open-Domain Dialogue System Leveraging Large-Scale Language Models Apr 30, 2022 Few-Shot Learning
Code Code Available 5 Diagnosing Infeasible Optimization Problems Using Large Language Models Aug 23, 2023 Chatbot Decision Making
Code Code Available 5 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 5 Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification Nov 30, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Overcoming challenges in leveraging GANs for few-shot data augmentation Mar 30, 2022 Classification Data Augmentation
Code Code Available 5 Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Jun 20, 2024 Data Augmentation Diversity
Code Code Available 5 A Broader Study of Cross-Domain Few-Shot Learning Dec 16, 2019 Cross-Domain Few-Shot cross-domain 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 Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Mar 9, 2020 Few-Shot Learning General Classification
Code Code Available 5 Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach Jul 20, 2022 Few-Shot Learning Meta-Learning
Code Code Available 5 Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
Code Code Available 5 Chameleon: A MatMul-Free Temporal Convolutional Network Accelerator for End-to-End Few-Shot and Continual Learning from Sequential Data May 30, 2025 Continual Learning 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 