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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

CDFSL-V: Cross-Domain Few-Shot Learning for Videos ICCV 2023
Machine Translation with Large Language Models: Prompting, Few-shot Learning, and Fine-tuning with QLoRA EMNLP 2023
OpenICL: An Open-Source Framework for In-context Learning ACL 2023
Boosting Transformers and Language Models for Clinical Prediction in Immunotherapy ACL 2023
Exploring Zero and Few-shot Techniques for Intent Classification ACL 2023
Complex Reasoning in Natural Language ACL 2023
Enhancing Few-shot Cross-lingual Transfer with Target Language Peculiar Examples ACL 2023
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors ACL 2023
Towards Reasoning in Large Language Models: A Survey ACL 2023
FS-DETR: Few-Shot DEtection TRansformer with Prompting and without Re-Training ICCV 2023
Augmenting and Aligning Snippets for Few-Shot Video Domain Adaptation ICCV 2023
SparseNeRF: Distilling Depth Ranking for Few-shot Novel View Synthesis ICCV 2023
Cold-Start Data Selection for Better Few-shot Language Model Fine-tuning: A Prompt-based Uncertainty Propagation Approach ACL 2023
Instruction Induction: From Few Examples to Natural Language Task Descriptions ACL 2023
Graphs, Constraints, and Search for the Abstraction and Reasoning Corpus AAAI 2023
Robust One-Shot Segmentation of Brain Tissues via Image-Aligned Style Transformation AAAI 2023
Incremental-DETR: Incremental Few-Shot Object Detection via Self-Supervised Learning AAAI 2023
Improving Small Footprint Few-shot Keyword Spotting with Supervision on Auxiliary Data INTERSPEECH 2023
CF-Font: Content Fusion for Few-Shot Font Generation CVPR 2023
MetaModulation: Learning Variational Feature Hierarchies for Few-Shot Learning with Fewer Tasks ICML 2023
FlipNeRF: Flipped Reflection Rays for Few-shot Novel View Synthesis ICCV 2023
Enhancing Activity Prediction Models in Drug Discovery with the Ability to Understand Human Language ICML 2023
HybridPrompt: Bridging Language Models and Human Priors in Prompt Tuning for Visual Question Answering AAAI 2023
GeCoNeRF: Few-shot Neural Radiance Fields via Geometric Consistency ICML 2023
Few-shot Event Detection: An Empirical Study and a Unified View ACL 2023