Efficient Transfer Learning for Video-language Foundation Models Nov 18, 2024 Action Recognition Few-Shot Learning
Code Code Available 5 Are Few-Shot Learning Benchmarks too Simple ? Solving them without Task Supervision at Test-Time Feb 22, 2019 Clustering Few-Shot Learning
Code Code Available 5 Two Sides of Meta-Learning Evaluation: In vs. Out of Distribution Feb 23, 2021 Few-Shot Learning Learning Theory
Code Code Available 5 Leveraging Bottom-Up and Top-Down Attention for Few-Shot Object Detection Jul 23, 2020 Few-Shot Learning Few-Shot Object Detection
Code Code Available 5 Learning to Propagate Labels: Transductive Propagation Network for Few-shot Learning May 25, 2018 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Active Few-Shot Learning with FASL Apr 20, 2022 Active Learning Few-Shot Learning
Code Code Available 5 Learning to Learn Variational Semantic Memory Oct 20, 2020 Few-Shot Learning General Knowledge
Code Code Available 5 Bayesian Active Meta-Learning for Few Pilot Demodulation and Equalization Aug 2, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 Learning to Propagate for Graph Meta-Learning Sep 11, 2019 Dataset Generation Few-Shot Image Classification
Code Code Available 5 Learning to learn via Self-Critique May 24, 2019 Few-Shot Image Classification Few-Shot Learning
Code Code Available 5 Learning to Learn By Self-Critique Dec 1, 2019 Few-Shot Learning Meta-Learning
Code Code Available 5 Meta Fine-Tuning Neural Language Models for Multi-Domain Text Mining Mar 29, 2020 Few-Shot Learning Language Modeling
Code Code Available 5 BRUNO: A Deep Recurrent Model for Exchangeable Data Feb 21, 2018 Anomaly Detection Bayesian Inference
Code Code Available 5 Effectiveness of Cross-linguistic Extraction of Genetic Information using Generative Large Language Models Sep 24, 2024 Cross-Lingual NER Few-Shot Learning
Code Code Available 5 Bringing Masked Autoencoders Explicit Contrastive Properties for Point Cloud Self-Supervised Learning Jul 8, 2024 Contrastive Learning Data Augmentation
Code Code Available 5 Meta-learning for Classifying Previously Unseen Data Source into Previously Unseen Emotional Categories Aug 1, 2021 Few-Shot Learning Meta-Learning
Code Code Available 5 Learning to Find Common Objects Across Few Image Collections Apr 29, 2019 Few-Shot Learning Object
Code Code Available 5 A New Dataset and Empirical Study for Sentence Simplification in Chinese Jun 7, 2023 Few-Shot Learning Sentence
Code Code Available 5 Advancing Image Retrieval with Few-Shot Learning and Relevance Feedback Dec 18, 2023 Binary Classification Classification
Code Code Available 5 Learning to Forget for Meta-Learning Jun 13, 2019 Few-Shot Learning Meta-Learning
Code Code Available 5 Learning to Learn Kernels with Variational Random Features Jun 11, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 Edge-labeling Graph Neural Network for Few-shot Learning May 4, 2019 Clustering Few-Shot Image Classification
Code Code Available 5 Learning Prototype Representations Across Few-Shot Tasks for Event Detection Nov 1, 2021 Event Detection Few-Shot Learning
Code Code Available 5 Edge-Labeling based Directed Gated Graph Network for Few-shot Learning Jan 27, 2021 Few-Shot Learning
Code Code Available 5 Learning New Tasks from a Few Examples with Soft-Label Prototypes Oct 31, 2022 Few-Shot Learning Meta-Learning
Code Code Available 5 Dynamic Semantic Matching and Aggregation Network for Few-shot Intent Detection Oct 6, 2020 Few-Shot Learning Generalized Few-Shot Learning
Code Code Available 5 Unlocking the Full Potential of Small Data with Diverse Supervision Nov 29, 2019 Few-Shot Learning Representation Learning
Code Code Available 5 Exploiting Causality Signals in Medical Images: A Pilot Study with Empirical Results Sep 19, 2023 Few-Shot Learning
Code Code Available 5 A Neural Topic-Attention Model for Medical Term Abbreviation Disambiguation Oct 30, 2019 Few-Shot Learning Sentence
Code Code Available 5 Bootstrapped Meta-Learning Sep 9, 2021 Efficient Exploration Few-Shot Learning
Code Code Available 5 Learning from the Tangram to Solve Mini Visual Tasks Dec 12, 2021 Few-Shot Learning
Code Code Available 5 A Neural-Symbolic Architecture for Inverse Graphics Improved by Lifelong Meta-Learning May 22, 2019 Few-Shot Learning Meta-Learning
Code Code Available 5 ClarET: Pre-training a Correlation-Aware Context-To-Event Transformer for Event-Centric Generation and Classification Mar 4, 2022 counterfactual Few-Shot Learning
Code Code Available 5 Towards Context-Agnostic Learning Using Synthetic Data May 29, 2020 Few-Shot Learning image-classification
Code Code Available 5 Learning to Few-Shot Learn Across Diverse Natural Language Classification Tasks Nov 10, 2019 Diversity Entity Typing
Code Code Available 5 Class-Agnostic Counting Nov 1, 2018 Crowd Counting Few-Shot Learning
Code Code Available 5 One Representative-Shot Learning Using a Population-Driven Template with Application to Brain Connectivity Classification and Evolution Prediction Oct 6, 2021 Few-Shot Learning One-Shot Learning
Code Code Available 5 Boosting the Generalization Capability in Cross-Domain Few-shot Learning via Noise-enhanced Supervised Autoencoder Aug 11, 2021 Cross-Domain Few-Shot cross-domain few-shot learning
Code Code Available 5 Dual-level Mixup for Graph Few-shot Learning with Fewer Tasks Feb 19, 2025 Few-Shot Learning Graph Learning
Code Code Available 5 LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging Sep 17, 2024 Audio Tagging Few-Shot Learning
Code Code Available 5 An Ensemble of Epoch-wise Empirical Bayes for Few-shot Learning Apr 17, 2019 Few-Shot Learning Meta-Learning
Code Code Available 5 LCNN: Lookup-based Convolutional Neural Network Nov 20, 2016 Few-Shot Learning
Code Code Available 5 LAVA: Label-efficient Visual Learning and Adaptation Oct 19, 2022 Few-Shot Learning Transfer Learning
Code Code Available 5 LaSO: Label-Set Operations networks for multi-label few-shot learning Feb 26, 2019 Data Augmentation Few-Shot Learning
Code Code Available 5 Layer-Wise Feature Metric of Semantic-Pixel Matching for Few-Shot Learning Nov 10, 2024 Few-Shot Learning
Code Code Available 5 learn2learn: A Library for Meta-Learning Research Aug 27, 2020 Few-Shot Learning Meta-Learning
Code Code Available 5 DRESS: Disentangled Representation-based Self-Supervised Meta-Learning for Diverse Tasks Mar 12, 2025 Diversity Few-Shot Learning
Code Code Available 5 Large Language Models Vote: Prompting for Rare Disease Identification Aug 24, 2023 Few-Shot Learning
Code Code Available 5 Do we still need Human Annotators? Prompting Large Language Models for Aspect Sentiment Quad Prediction Feb 18, 2025 Aspect-Based Sentiment Analysis (ABSA) Few-Shot Learning
Code Code Available 5 Do Tutors Learn from Equity Training and Can Generative AI Assess It? Dec 15, 2024 Few-Shot Learning
Code Code Available 5 