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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Adaptive IMLE for Few-shot Pretraining-free Generative Modelling ICML 2023
Ord2Seq: Regarding Ordinal Regression as Label Sequence Prediction ICCV 2023
Self-regulating Prompts: Foundational Model Adaptation without Forgetting ICCV 2023
Smoothness Similarity Regularization for Few-Shot GAN Adaptation ICCV 2023
Few-Shot Learning With Visual Distribution Calibration and Cross-Modal Distribution Alignment CVPR 2023
Quantify the Political Bias in News Edits: Experiments with Few-Shot Learners (Student Abstract) AAAI 2023
Boosting Few-shot Action Recognition with Graph-guided Hybrid Matching ICCV 2023
FD-Align: Feature Discrimination Alignment for Fine-tuning Pre-Trained Models in Few-Shot Learning NIPS 2023
Self-Calibrated Cross Attention Network for Few-Shot Segmentation ICCV 2023
SemSup-XC: Semantic Supervision for Zero and Few-shot Extreme Classification ICML 2023
MetaAdapt: Domain Adaptive Few-Shot Misinformation Detection via Meta Learning ACL 2023
Don’t Generate, Discriminate: A Proposal for Grounding Language Models to Real-World Environments ACL 2023
Pre-Training to Learn in Context ACL 2023
Prompt-aligned Gradient for Prompt Tuning ICCV 2023
Knowledge-Aware Prompt Tuning for Generalizable Vision-Language Models ICCV 2023
Multi-grained Temporal Prototype Learning for Few-shot Video Object Segmentation ICCV 2023
Class-Aware Patch Embedding Adaptation for Few-Shot Image Classification ICCV 2023
SegRCDB: Semantic Segmentation via Formula-Driven Supervised Learning ICCV 2023
Object Detection in Real Open Environment IJCAI 2023
Parallel Attention Interaction Network for Few-Shot Skeleton-Based Action Recognition ICCV 2023
Better Generalized Few-Shot Learning Even without Base Data AAAI 2023
Feature Distribution Fitting with Direction-Driven Weighting for Few-Shot Images Classification AAAI 2023
Feature Normalization and Cartography-Based Demonstrations for Prompt-Based Fine-Tuning on Emotion-Related Tasks AAAI 2023
Generalized Few-Shot Point Cloud Segmentation via Geometric Words ICCV 2023
KnowComp Submission for WMT23 Word-Level AutoCompletion Task EMNLP 2023