ESPT: A Self-Supervised Episodic Spatial Pretext Task for Improving Few-Shot Learning Apr 26, 2023 Few-Shot Image Classification Few-Shot Learning
Code Code Available Few-shot Adaptation Works with UnpredicTable Data Aug 1, 2022 Domain Adaptation 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 DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
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 DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available Diagnosing Infeasible Optimization Problems Using Large Language Models Aug 23, 2023 Chatbot Decision Making
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 Deformation-Recovery Diffusion Model (DRDM): Instance Deformation for Image Manipulation and Synthesis Jul 10, 2024 Data Augmentation Few-Shot Learning
Code Code Available Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-Shot Learning
Code Code Available DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available Data Distributional Properties Drive Emergent In-Context Learning in Transformers Apr 22, 2022 Few-Shot Learning In-Context Learning
Code Code Available A Rationale-Centric Framework for Human-in-the-loop Machine Learning Mar 24, 2022 BIG-bench Machine Learning Few-Shot Learning
Code Code Available DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available 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 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 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 Few-Shot Learning
Code Code Available 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 Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-Learning
Code Code Available Cross-Domain Few-Shot Learning by Representation Fusion Oct 13, 2020 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Cross-Modal Augmentation for Few-Shot Multimodal Fake News Detection Jul 16, 2024 Fake News Detection Few-Shot Learning
Code Code Available CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network Aug 20, 2024 Action Classification Action Classification (1-shot)
Code Code Available AAPL: Adding Attributes to Prompt Learning for Vision-Language Models Apr 25, 2024 Data Augmentation Domain Generalization
Code Code Available A Prompt Learning Framework for Source Code Summarization Dec 26, 2023 Code Summarization Few-Shot Learning
Code Code Available Convolutional Bypasses Are Better Vision Transformer Adapters Jul 14, 2022 Few-Shot Learning Inductive Bias
Code Code Available DC-SAM: In-Context Segment Anything in Images and Videos via Dual Consistency Apr 16, 2025 Few-Shot Learning Interactive Segmentation
Code Code Available Bayesian Meta-Learning for the Few-Shot Setting via Deep Kernels Oct 11, 2019 Bayesian Inference Domain Adaptation
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 Deep Metric Learning for Open World Semantic Segmentation Aug 10, 2021 Autonomous Driving Few-Shot Learning
Code Code Available Defining Benchmarks for Continual Few-Shot Learning Apr 15, 2020 continual few-shot learning Continual Learning
Code Code Available DePT: Decomposed Prompt Tuning for Parameter-Efficient Fine-tuning Sep 11, 2023 Few-Shot Learning parameter-efficient fine-tuning
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 Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available An Embarrassingly Simple Approach to Semi-Supervised Few-Shot Learning Sep 28, 2022 Few-Shot Learning
Code Code Available Cost-effective Instruction Learning for Pathology Vision and Language Analysis Jul 25, 2024 Few-Shot Learning Language Modelling
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 Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available 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 Contrastive Meta-Learning for Partially Observable Few-Shot Learning Jan 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available AskIt: Unified Programming Interface for Programming with Large Language Models Aug 29, 2023 Code Generation Few-Shot Learning
Code Code Available Advancing Fine-Grained Classification by Structure and Subject Preserving Augmentation Jun 20, 2024 Data Augmentation Diversity
Code Code Available A Broader Study of Cross-Domain Few-Shot Learning Dec 16, 2019 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available Meta-Baseline: Exploring Simple Meta-Learning for Few-Shot Learning Mar 9, 2020 Few-Shot Learning General Classification
Code Code Available AdaptKeyBERT: An Attention-Based approach towards Few-Shot & Zero-Shot Domain Adaptation of KeyBERT Nov 14, 2022 Domain Adaptation Fact Verification
Code Code Available An Explanation of In-context Learning as Implicit Bayesian Inference Nov 3, 2021 Few-Shot Learning In-Context 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 Contrastive Prototypical Network with Wasserstein Confidence Penalty Oct 21, 2022 Contrastive Learning Few-Shot Learning
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