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 Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification 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 Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions May 27, 2022 Benchmarking 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 Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes Oct 8, 2024 Articles Classification
Code Code Available DiffCLIP: Few-shot Language-driven Multimodal Classifier Dec 10, 2024 Few-Shot Learning
Code Code Available Elaborative Rehearsal for Zero-shot Action Recognition Aug 5, 2021 Action Recognition Few-Shot 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 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 Automatic Label Sequence Generation for Prompting Sequence-to-sequence Models Sep 20, 2022 Few-Shot Learning Language Modeling
Code Code Available Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World Oct 16, 2023 Few-Shot Learning Form
Code Code Available Entailment as Few-Shot Learner Apr 29, 2021 Contrastive Learning Data Augmentation
Code Code Available 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 Boosting Few-Shot Classification with View-Learnable Contrastive Learning Jul 20, 2021 Classification Contrastive Learning
Code Code Available EventCLIP: Adapting CLIP for Event-based Object Recognition Jun 10, 2023 Few-Shot Learning Object
Code Code Available Example-Based Named Entity Recognition Aug 24, 2020 Few-Shot Learning named-entity-recognition
Code Code Available Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
Code Code Available Adaptive Subspaces for Few-Shot Learning Jun 1, 2020 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 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 BSNet: Bi-Similarity Network for Few-shot Fine-grained Image Classification Nov 29, 2020 Few-Shot Learning Fine-Grained 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 BankNote-Net: Open dataset for assistive universal currency recognition Apr 7, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Extending Context Window of Large Language Models via Semantic Compression Dec 15, 2023 Few-Shot Learning Information Retrieval
Code Code Available Feature Generation for Long-tail Classification Nov 10, 2021 Classification Few-Shot Learning
Code Code Available A New Look and Convergence Rate of Federated Multi-Task Learning with Laplacian Regularization Feb 14, 2021 Federated Learning 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
Code Code Available Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
Code Code Available BECLR: Batch Enhanced Contrastive Few-Shot Learning Feb 4, 2024 Contrastive Learning Few-Shot Image Classification
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 Few-Shot and Continual Learning with Attentive Independent Mechanisms Jul 29, 2021 Continual Learning Few-Shot Learning
Code Code Available A Modern Self-Referential Weight Matrix That Learns to Modify Itself Feb 11, 2022 Few-Shot Learning
Code Code Available Few-shot bioacoustic event detection at the DCASE 2023 challenge Jun 15, 2023 Event Detection Few-Shot Learning
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 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 Better Few-Shot Relation Extraction with Label Prompt Dropout Oct 25, 2022 Few-Shot Learning Relation
Code Code Available Better Generalized Few-Shot Learning Even Without Base Data Nov 29, 2022 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available Few-Shot Learning by Dimensionality Reduction in Gradient Space Jun 7, 2022 Dimensionality Reduction Few-Shot Learning
Code Code Available Few-Shot Learning by Integrating Spatial and Frequency Representation May 11, 2021 Classification Few-Shot Image Classification
Code Code Available DeIL: Direct-and-Inverse CLIP for Open-World Few-Shot Learning Jan 1, 2024 Denoising Few-Shot Learning
Code Code Available Few-Shot Learning for Opinion Summarization Apr 30, 2020 Few-Shot Learning Informativeness
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 DenoiSeg: Joint Denoising and Segmentation May 6, 2020 Denoising Few-Shot Learning
Code Code Available Few-Shot Learning with a Strong Teacher Jul 1, 2021 Few-Shot Learning Meta-Learning
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 DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available Few-shot Learning with Noisy Labels Apr 12, 2022 Few-Shot Learning Learning with noisy labels
Code Code Available Few-Shot Learning with Siamese Networks and Label Tuning Mar 28, 2022 Few-Shot Learning Few-Shot Text Classification
Code Code Available Deeply Coupled Cross-Modal Prompt Learning May 29, 2023 Domain Adaptation Few-Shot Learning
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