FAPIS: A Few-shot Anchor-free Part-based Instance Segmenter Mar 31, 2021 Few-shot Instance Segmentation Few-Shot Learning
Code Code Available DETA: Denoised Task Adaptation for Few-Shot Learning Mar 11, 2023 Denoising Few-Shot Learning
Code Code Available Detecting Hate Speech with GPT-3 Mar 23, 2021 Few-Shot Learning Hate Speech Detection
Code Code Available Hypernetwork approach to Bayesian MAML Oct 6, 2022 Few-Shot Learning Meta-Learning
Code Code Available HyperShot: Few-Shot Learning by Kernel HyperNetworks Mar 21, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available HyperTransformer: Model Generation for Supervised and Semi-Supervised Few-Shot Learning Jan 11, 2022 Few-Shot Image Classification Few-Shot Learning
Code Code Available Feature Generation for Long-tail Classification Nov 10, 2021 Classification 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 ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning Jan 1, 2025 Few-Shot Learning Image Generation
Code Code Available IM-IAD: Industrial Image Anomaly Detection Benchmark in Manufacturing Jan 31, 2023 Anomaly Detection Continual Learning
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 Improving Few-Shot Generalization by Exploring and Exploiting Auxiliary Data Feb 1, 2023 Few-Shot Learning
Code Code Available Exploring Efficient Few-shot Adaptation for Vision Transformers Jan 6, 2023 Few-Shot Learning
Code Code Available Cross-domain Few-shot Learning with Task-specific Adapters Jul 1, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available Exploring Complementary Strengths of Invariant and Equivariant Representations for Few-Shot Learning Mar 1, 2021 Few-Shot Image Classification Few-Shot Learning
Code Code Available In-Context Learning for Few-Shot Dialogue State Tracking Mar 16, 2022 Dialogue State Tracking Few-Shot Learning
Code Code Available Inductive Relation Prediction by BERT Mar 12, 2021 Few-Shot Learning Inductive Learning
Code Code Available Information Maximization for Few-Shot Learning Dec 1, 2020 Few-Shot Learning Meta-Learning
Code Code Available Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis Oct 12, 2022 Aspect-Based Sentiment Analysis Aspect-Based Sentiment Analysis (ABSA)
Code Code Available Integrative Few-Shot Learning for Classification and Segmentation Mar 29, 2022 Classification Few-Shot Classification and Segmentation
Code Code Available Interventional Few-Shot Learning Sep 28, 2020 Few-Shot Learning Meta-Learning
Code Code Available Intriguing Properties of Vision Transformers May 21, 2021 Few-Shot Learning Semantic Segmentation
Code Code Available Exploring Foundation Models Fine-Tuning for Cytology Classification Nov 22, 2024 Classification Few-Shot Learning
Code Code Available Expanding Event Modality Applications through a Robust CLIP-Based Encoder Dec 4, 2024 Few-Shot Learning Object Recognition
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 Joint Distribution Matters: Deep Brownian Distance Covariance for Few-Shot Classification Apr 9, 2022 Classification domain classification
Code Code Available CoNeRF: Controllable Neural Radiance Fields Dec 3, 2021 3D Face Modelling 3D Reconstruction
Code Code Available kNN-NER: Named Entity Recognition with Nearest Neighbor Search Mar 31, 2022 Few-Shot Learning named-entity-recognition
Code Code Available Label Semantics for Few Shot Named Entity Recognition Mar 16, 2022 Few-Shot Learning Few-shot NER
Code Code Available Explanation-Guided Training for Cross-Domain Few-Shot Classification Jul 17, 2020 Classification Cross-Domain Few-Shot
Code Code Available Language Quantized AutoEncoders: Towards Unsupervised Text-Image Alignment Feb 2, 2023 Attribute Few-Shot Image Classification
Code Code Available Laplacian Regularized Few-Shot Learning Jun 29, 2020 Clustering Few-Shot Image Classification
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 Extending Context Window of Large Language Models via Semantic Compression Dec 15, 2023 Few-Shot Learning Information Retrieval
Code Code Available Diffusion Mechanism in Residual Neural Network: Theory and Applications May 7, 2021 Binary Classification Classification
Code Code Available Evaluation for Weakly Supervised Object Localization: Protocol, Metrics, and Datasets Jul 8, 2020 Few-Shot Learning Model Selection
Code Code Available Evaluating Weakly Supervised Object Localization Methods Right Jan 21, 2020 Few-Shot Learning Model Selection
Code Code Available EventCLIP: Adapting CLIP for Event-based Object Recognition Jun 10, 2023 Few-Shot Learning Object
Code Code Available DeepEMD: Differentiable Earth Mover's Distance for Few-Shot Learning Mar 15, 2020 Classification Few-Shot Image Classification
Code Code Available A Survey: Deep Learning for Hyperspectral Image Classification with Few Labeled Samples Dec 3, 2021 Active Learning Deep Learning
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 EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization Jun 19, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
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 Learning Multi-modal Representations by Watching Hundreds of Surgical Video Lectures Jul 27, 2023 Automatic Speech Recognition Contrastive Learning
Code Code Available Learning to Affiliate: Mutual Centralized Learning for Few-shot Classification Jun 10, 2021 Classification Few-Shot Learning
Code Code Available Learning to Compare: Relation Network for Few-Shot Learning Nov 16, 2017 Few-Shot Image Classification 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 Discriminative Nearest Neighbor Few-Shot Intent Detection by Transferring Natural Language Inference Oct 25, 2020 Few-Shot Learning Goal-Oriented Dialog
Code Code Available BankNote-Net: Open dataset for assistive universal currency recognition Apr 7, 2022 Contrastive Learning Few-Shot Learning
Code Code Available Concept Learners for Few-Shot Learning Jul 14, 2020 Few-Shot Learning Fine-Grained Image Classification
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