animal2vec and MeerKAT: A self-supervised transformer for rare-event raw audio input and a large-scale reference dataset for bioacoustics Jun 3, 2024 Audio Classification Benchmarking
Code Code Available Calibrate Before Use: Improving Few-Shot Performance of Language Models Feb 19, 2021 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 Iterative label cleaning for transductive and semi-supervised few-shot learning Dec 14, 2020 Few-Shot Learning
Code Code Available Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Apr 9, 2022 Classification domain classification
Code Code Available Attentive Weights Generation for Few Shot Learning via Information Maximization Jun 1, 2020 Classification Few-Shot Image Classification
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 Easter2.0: Improving convolutional models for handwritten text recognition May 30, 2022 Data Augmentation Few-Shot Learning
Code Code Available Label Semantics for Few Shot Named Entity Recognition Mar 16, 2022 Few-Shot Learning Few-shot NER
Code Code Available EASE: Unsupervised Discriminant Subspace Learning for Transductive Few-Shot Learning Jan 1, 2022 Few-Shot Learning
Code Code Available EASY: Ensemble Augmented-Shot Y-shaped Learning: State-Of-The-Art Few-Shot Classification with Simple Ingredients Jan 24, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With Supervoxels Mar 3, 2022 Anomaly Detection Cardiac Segmentation
Code Code Available Anomaly Detection of Defect using Energy of Point Pattern Features within Random Finite Set Framework Aug 27, 2021 Anomaly Detection Defect Detection
Code Code Available Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot 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 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 Large Language Models Can Automatically Engineer Features for Few-Shot Tabular Learning Apr 15, 2024 Few-Shot Learning In-Context Learning
Code Code Available CDFSL-V: Cross-Domain Few-Shot Learning for Videos Sep 7, 2023 Action Recognition Cross-Domain Few-Shot
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 Layer Grafted Pre-training: Bridging Contrastive Learning And Masked Image Modeling For Label-Efficient Representations Feb 27, 2023 Contrastive Learning Few-Shot Learning
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 An Overview of Deep Learning Architectures in Few-Shot Learning Domain Aug 12, 2020 Deep Learning Few-Shot Learning
Code Code Available AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation Dec 23, 2024 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Anti-aliasing Semantic Reconstruction for Few-Shot Semantic Segmentation Jun 1, 2021 Few-Shot Learning Few-Shot Semantic Segmentation
Code Code Available Context-Transformer: Tackling Object Confusion for Few-Shot Detection Mar 16, 2020 Diversity Few-Shot Learning
Code Code Available Overcoming challenges in leveraging GANs for few-shot data augmentation Mar 30, 2022 Classification Data Augmentation
Code Code Available Chameleon: A MatMul-Free Temporal Convolutional Network Accelerator for End-to-End Few-Shot and Continual Learning from Sequential Data May 30, 2025 Continual Learning Few-Shot Learning
Code Code Available Channel Importance Matters in Few-Shot Image Classification Jun 16, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Learning Opinion Summarizers by Selecting Informative Reviews Sep 9, 2021 Few-Shot Learning Opinion Summarization
Code Code Available Contextual Squeeze-and-Excitation for Efficient Few-Shot Image Classification Jun 20, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Charting the Right Manifold: Manifold Mixup for Few-shot Learning Jul 28, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available Towards Task Sampler Learning for Meta-Learning Jul 18, 2023 Diversity Few-Shot Learning
Code Code Available Learning to Segment the Tail Apr 2, 2020 Few-Shot Learning Incremental Learning
Code Code Available 'Less Than One'-Shot Learning: Learning N Classes From M<N Samples Sep 17, 2020 Few-Shot Learning One-Shot Learning
Code Code Available Leveraging Hierarchical Structures for Few-Shot Musical Instrument Recognition Jul 14, 2021 Few-Shot Learning Instrument Recognition
Code Code Available LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5 Oct 14, 2021 Few-Shot Learning
Code Code Available ClinicalMamba: A Generative Clinical Language Model on Longitudinal Clinical Notes Mar 9, 2024 Few-Shot Learning Language Modeling
Code Code Available CLIP2Point: Transfer CLIP to Point Cloud Classification with Image-Depth Pre-training Oct 3, 2022 3D Point Cloud Classification Contrastive Learning
Code Code Available Dynamic Few-Shot Visual Learning without Forgetting Apr 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available BOIL: Towards Representation Change for Few-shot Learning Aug 20, 2020 Few-Shot Learning Meta-Learning
Code Code Available LLMeBench: A Flexible Framework for Accelerating LLMs Benchmarking Aug 9, 2023 Benchmarking Few-Shot Learning
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 Domain-Adaptive Few-Shot Learning Mar 19, 2020 Domain Adaptation Few-Shot Learning
Code Code Available Disentangled Feature Representation for Few-shot Image Classification Sep 26, 2021 Benchmarking Classification
Code Code Available Class-Incremental Domain Adaptation with Smoothing and Calibration for Surgical Report Generation Jul 23, 2021 Domain Adaptation Few-Shot Learning
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 Contrastive Prototypical Network with Wasserstein Confidence Penalty Oct 21, 2022 Contrastive Learning Few-Shot Learning
Code Code Available A Few-shot Learning Approach for Historical Ciphered Manuscript Recognition Sep 26, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available Domain Adaptive Few-Shot Open-Set Learning Sep 22, 2023 cross-domain few-shot learning Few-Shot Learning
Code Code Available 