Group Preference Optimization: Few-Shot Alignment of Large Language Models Oct 17, 2023 Few-Shot Learning Meta-Learning
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 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 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 Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Oct 8, 2024 Articles Classification
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 EEG-Reptile: An Automatized Reptile-Based Meta-Learning Library for BCIs Dec 27, 2024 EEG Few-Shot Learning
Code Code Available Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language Mar 6, 2023 Activity Prediction Attribute
Code Code Available Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 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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