Enhancing Information Maximization with Distance-Aware Contrastive Learning for Source-Free Cross-Domain Few-Shot Learning Mar 4, 2024 Contrastive Learning Cross-Domain Few-Shot
Code Code Available Few-shot Learning with Class-Covariance Metric for Hyperspectral Image Classification Jul 26, 2022 Few-Shot Learning Hyperspectral Image Classification
Code Code Available Few-shot Learning with LSSVM Base Learner and Transductive Modules Sep 12, 2020 Few-Shot Learning Meta-Learning
Code Code Available Few-shot Learning with Multilingual Language Models Dec 20, 2021 Cross-Lingual Transfer Few-Shot Learning
Code Code Available Replication: Contrastive Learning and Data Augmentation in Traffic Classification Using a Flowpic Input Representation Sep 18, 2023 Contrastive Learning Data Augmentation
Code Code Available Contrastive Meta-Learning for Partially Observable Few-Shot Learning Jan 30, 2023 Few-Shot Learning Meta-Learning
Code Code Available Few-Shot Learning with Visual Distribution Calibration and Cross-Modal Distribution Alignment May 19, 2023 Few-Shot Learning
Code Code Available Contrastive Prototypical Network with Wasserstein Confidence Penalty Oct 21, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Jun 24, 2021 Few-Shot Learning Prompt Engineering
Code Code Available Few-shot Natural Language Generation for Task-Oriented Dialog Feb 27, 2020 Data-to-Text Generation Few-Shot Learning
Code Code Available Convolutional Bypasses Are Better Vision Transformer Adapters Jul 14, 2022 Few-Shot Learning Inductive Bias
Code Code Available ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts May 24, 2022 Few-Shot Learning Language Modelling
Code Code Available Few-Shot Open-Set Learning for On-Device Customization of KeyWord Spotting Systems Jun 3, 2023 Few-Shot Learning Keyword Spotting
Code Code Available Few-shot Open-set Recognition by Transformation Consistency Mar 2, 2021 Few-Shot Learning Open Set Learning
Code Code Available Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning Jun 17, 2024 Few-Shot Learning Retrieval
Code Code Available Entailment as Few-Shot Learner Apr 29, 2021 Contrastive Learning Data Augmentation
Code Code Available EventCLIP: Adapting CLIP for Event-based Object Recognition Jun 10, 2023 Few-Shot Learning Object
Code Code Available Few-Shot Unsupervised Continual Learning through Meta-Examples Sep 17, 2020 Clustering Continual Learning
Code Code Available FewVS: A Vision-Semantics Integration Framework for Few-Shot Image Classification Oct 28, 2024 Few-Shot Image Classification Few-Shot Learning
Code Code Available Fine-grained Angular Contrastive Learning with Coarse Labels Dec 7, 2020 Contrastive Learning 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 Counterfactual Attention Learning for Fine-Grained Visual Categorization and Re-identification Aug 19, 2021 Causal Inference counterfactual
Code Code Available Covariate Distribution Aware Meta-learning Jul 6, 2020 Few-Shot Learning Meta-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 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 Emoji Attack: A Method for Misleading Judge LLMs in Safety Risk Detection Nov 1, 2024 Few-Shot Learning
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 FOCUS: Knowledge-enhanced Adaptive Visual Compression for Few-shot Whole Slide Image Classification Nov 22, 2024 Diagnostic Few-Shot Learning
Code Code Available 3D-IDS: Doubly Disentangled Dynamic Intrusion Detection Jul 2, 2023 Disentanglement Few-Shot Learning
Code Code Available From LSAT: The Progress and Challenges of Complex Reasoning Aug 2, 2021 Few-Shot Learning Logical Reasoning
Code Code Available FSCE: Few-Shot Object Detection via Contrastive Proposal Encoding Mar 10, 2021 Contrastive Learning Cross-Domain Few-Shot Object Detection
Code Code Available Fuzzy Graph Neural Network for Few-Shot Learning Jul 19, 2020 Few-Shot Learning Graph Neural Network
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 Elaborative Rehearsal for Zero-shot Action Recognition Aug 5, 2021 Action Recognition Few-Shot Learning
Code Code Available Controllable Data Augmentation for Few-Shot Text Mining with Chain-of-Thought Attribute Manipulation Jul 14, 2023 Aspect-Based Sentiment Analysis Attribute
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 CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available Generative Pretrained Hierarchical Transformer for Time Series Forecasting Feb 26, 2024 Few-Shot Learning Time Series
Code Code Available Global Convergence of MAML and Theory-Inspired Neural Architecture Search for Few-Shot Learning Mar 17, 2022 Few-Shot Learning Meta-Learning
Code Code Available "Good Robot! Now Watch This!": Repurposing Reinforcement Learning for Task-to-Task Transfer Nov 8, 2021 Few-Shot Learning Meta Reinforcement Learning
Code Code Available GP-Tree: A Gaussian Process Classifier for Few-Shot Incremental Learning Feb 15, 2021 Few-Shot Learning Gaussian Processes
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 Elephants Never Forget: Memorization and Learning of Tabular Data in Large Language Models Apr 9, 2024 Few-Shot Learning Language Modelling
Code Code Available Graph Information Aggregation Cross-Domain Few-Shot Learning for Hyperspectral Image Classification Jun 30, 2022 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available GraphQ IR: Unifying the Semantic Parsing of Graph Query Languages with One Intermediate Representation May 24, 2022 Few-Shot Learning Semantic Parsing
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 CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Apr 18, 2021 Few-Shot Learning
Code Code Available Enhancing Few-shot Image Classification with Cosine Transformer Nov 13, 2022 Classification Few-Shot Image Classification
Code Code Available EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization Jun 19, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Oct 8, 2024 Articles Classification
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