Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
Code Code Available Harvesting and Refining Question-Answer Pairs for Unsupervised QA May 6, 2020 Few-Shot Learning Question Answering
Code Code Available SCHA-VAE: Hierarchical Context Aggregation for Few-Shot Generation Oct 23, 2021 Few-Shot Learning Out-of-Distribution Generalization
Code Code Available Holistic Semantic Representation for Navigational Trajectory Generation Jan 6, 2025 Few-Shot Learning Zero-Shot Learning
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
Code Code Available EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available 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 Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 Few-Shot Image Classification Few-Shot Learning
Code Code Available BankNote-Net: Open dataset for assistive universal currency recognition Apr 7, 2022 Contrastive Learning Few-Shot Learning
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 Emoji Attack: A Method for Misleading Judge LLMs in Safety Risk Detection Nov 1, 2024 Few-Shot 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 Few-shot Learner Parameterization by Diffusion Time-steps Mar 5, 2024 Few-Shot Learning Inductive Bias
Code Code Available 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 DPGN: Distribution Propagation Graph Network for Few-shot Learning Mar 31, 2020 Few-Shot Learning Meta-Learning
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 Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning Few-Shot Learning
Code Code Available Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available 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 Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available Diversified in-domain synthesis with efficient fine-tuning for few-shot classification Dec 5, 2023 Diversity Few-Shot Image Classification
Code Code Available 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 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 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 BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise May 2, 2023 counterfactual Few-Shot Learning
Code Code Available Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Discrete and Soft Prompting for Multilingual Models Sep 8, 2021 Few-Shot Learning Natural Language Inference
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 Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available 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 Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-Shot Learning
Code Code Available Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving Few-Shot Learning
Code Code Available DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available 3D-IDS: Doubly Disentangled Dynamic Intrusion Detection Jul 2, 2023 Disentanglement Few-Shot Learning
Code Code Available Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
Code Code Available Attribute Surrogates Learning and Spectral Tokens Pooling in Transformers for Few-shot Learning Mar 17, 2022 Attribute Few-Shot Image Classification
Code Code Available RARR: Researching and Revising What Language Models Say, Using Language Models Oct 17, 2022 Few-Shot Learning Language Modeling
Code Code Available Defining Benchmarks for Continual Few-Shot Learning Apr 15, 2020 continual few-shot learning Continual Learning
Code Code Available Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available Design of a Graphical User Interface for Few-Shot Machine Learning Classification of Electron Microscopy Data Jul 21, 2021 Few-Shot Learning Image Segmentation
Code Code Available DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study Mar 6, 2020 Few-Shot Learning Model Selection
Code Code Available Diagnosing Infeasible Optimization Problems Using Large Language Models Aug 23, 2023 Chatbot Decision Making
Code Code Available DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
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