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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Few-Shot Semantic Image Synthesis With Class Affinity Transfer CVPR 2023
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning ICML 2023
GeCoNeRF: Few-shot Neural Radiance Fields via Geometric Consistency ICML 2023
Distilling Self-Supervised Vision Transformers for Weakly-Supervised Few-Shot Classification & Segmentation CVPR 2023
MEWL: Few-shot multimodal word learning with referential uncertainty ICML 2023
Learning Unnormalized Statistical Models via Compositional Optimization ICML 2023
Few-Shot Geometry-Aware Keypoint Localization CVPR 2023
Efficient Training of Language Models using Few-Shot Learning ICML 2023
The Unreasonable Effectiveness of Few-shot Learning for Machine Translation ICML 2023
Meta Omnium: A Benchmark for General-Purpose Learning-To-Learn CVPR 2023
Adaptive IMLE for Few-shot Pretraining-free Generative Modelling ICML 2023
NIFF: Alleviating Forgetting in Generalized Few-Shot Object Detection via Neural Instance Feature Forging CVPR 2023
IXA at SemEval-2023 Task 2: Baseline Xlm-Roberta-base Approach ACL 2023
Instruction Tuning for Few-Shot Aspect-Based Sentiment Analysis ACL 2023
Few-shot Spanish-Aymara Machine Translation Using English-Aymara Lexicon ACL 2023
Rethinking Few-Shot Medical Segmentation: A Vector Quantization View CVPR 2023
Using Planning to Improve Semantic Parsing of Instructional Texts ACL 2023
With Prejudice to None: A Few-Shot, Multilingual Transfer Learning Approach to Detect Social Bias in Low Resource Languages ACL 2023
Few-Shot Class-Incremental Learning via Class-Aware Bilateral Distillation CVPR 2023
“A Little is Enough”: Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation ACL 2023
Reasoning Circuits: Few-shot Multi-hop Question Generation with Structured Rationales ACL 2023
Where Is My Spot? Few-Shot Image Generation via Latent Subspace Optimization CVPR 2023
Revisit Few-shot Intent Classification with PLMs: Direct Fine-tuning vs. Continual Pre-training ACL 2023
Mitigating Catastrophic Forgetting for Few-Shot Spoken Word Classification Through Meta-Learning INTERSPEECH 2023
3D Human Keypoints Estimation From Point Clouds in the Wild Without Human Labels CVPR 2023