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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

OTAvatar: One-Shot Talking Face Avatar With Controllable Tri-Plane Rendering CVPR 2023
(ML)$^2$P-Encoder: On Exploration of Channel-Class Correlation for Multi-Label Zero-Shot Learning CVPR 2023
Fake It Till You Make It: Learning Transferable Representations From Synthetic ImageNet Clones CVPR 2023
Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis ACL 2023
Self-Supervised Representation Learning for CAD CVPR 2023
Few-shot Low-resource Knowledge Graph Completion with Reinforced Task Generation ACL 2023
HyperShot: Few-Shot Learning by Kernel HyperNetworks WACV 2023
Knowledge Combination To Learn Rotated Detection Without Rotated Annotation CVPR 2023
In-Context Analogical Reasoning with Pre-Trained Language Models ACL 2023
Deeply Coupled Cross-Modal Prompt Learning ACL 2023
Modularized Zero-shot VQA with Pre-trained Models ACL 2023
FiD-ICL: A Fusion-in-Decoder Approach for Efficient In-Context Learning ACL 2023
Zero- and Few-Shot Event Detection via Prompt-Based Meta Learning ACL 2023
Code4Struct: Code Generation for Few-Shot Event Structure Prediction ACL 2023
Fine-Tuned CLIP Models Are Efficient Video Learners CVPR 2023
Sentiment and Emotion Classification in Low-resource Settings ACL 2023
Analyzing Subjectivity Using a Transformer-Based Regressor Trained on Naïve Speakers’ Judgements ACL 2023
Few-Shot Learning of Compact Models via Task-Specific Meta Distillation WACV 2023
Semantic Guided Latent Parts Embedding for Few-Shot Learning WACV 2023
Self-Attention Message Passing for Contrastive Few-Shot Learning WACV 2023
Graph of Circuits with GNN for Exploring the Optimal Design Space NIPS 2023
Human-like Few-Shot Learning via Bayesian Reasoning over Natural Language NIPS 2023
Few-Shot Class-Incremental Learning via Training-Free Prototype Calibration NIPS 2023
Verbs in Action: Improving Verb Understanding in Video-Language Models ICCV 2023
Nano: Nested Human-in-the-Loop Reward Learning for Few-shot Language Model Control ACL 2023