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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Few Shot Hematopoietic Cell Classification MIDL 2023
FlexR: Few-shot Classification with Language Embeddings for Structured Reporting of Chest X-rays MIDL 2023
Intra- and Inter-Cellular Awareness for 3D Neuron Tracking and Segmentation in Large-Scale Connectomics MIDL 2023
Vision-Language Modelling For Radiological Imaging and Reports In The Low Data Regime MIDL 2023
LightClone: Speaker-guided Parallel Subnet Selection for Few-shot Voice Cloning INTERSPEECH 2023
Native Language Prediction from Gaze: a Reproducibility Study ACL 2023
Zero-Shot and Few-Shot Stance Detection on Varied Topics via Conditional Generation ACL 2023
Few-shot Class-incremental Audio Classification Using Stochastic Classifier INTERSPEECH 2023
Multi-Label Few-Shot ICD Coding as Autoregressive Generation with Prompt AAAI 2023
Compositional Prototypical Networks for Few-Shot Classification AAAI 2023
What does the Failure to Reason with “Respectively” in Zero/Few-Shot Settings Tell Us about Language Models? ACL 2023
A New Dataset and Empirical Study for Sentence Simplification in Chinese ACL 2023
Few-shot In-context Learning on Knowledge Base Question Answering ACL 2023
LASP: Text-to-Text Optimization for Language-Aware Soft Prompting of Vision & Language Models CVPR 2023
Mobile Robot Manipulation Using Pure Object Detection WACV 2023
Let Me Check the Examples: Enhancing Demonstration Learning via Explicit Imitation ACL 2023
Deep Active Learning for Morphophonological Processing ACL 2023
Pre-Finetuning for Few-Shot Emotional Speech Recognition INTERSPEECH 2023
Stabilize to Act: Learning to Coordinate for Bimanual Manipulation CORL 2023
One-Shot Imitation Learning: A Pose Estimation Perspective CORL 2023
Sample-Efficient Preference-based Reinforcement Learning with Dynamics Aware Rewards CORL 2023
A Data-Efficient Visual-Audio Representation with Intuitive Fine-tuning for Voice-Controlled Robots CORL 2023
One-shot Imitation Learning via Interaction Warping CORL 2023
UniSumm and SummZoo: Unified Model and Diverse Benchmark for Few-Shot Summarization ACL 2023
Few-Shot In-Context Imitation Learning via Implicit Graph Alignment CORL 2023