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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? ACL 2023
Multitask Pre-training of Modular Prompt for Chinese Few-Shot Learning ACL 2023
Distilled Feature Fields Enable Few-Shot Language-Guided Manipulation CORL 2023
Few-Shot Open-Set Learning for On-Device Customization of KeyWord Spotting Systems INTERSPEECH 2023
AMPERE: AMR-Aware Prefix for Generation-Based Event Argument Extraction Model ACL 2023
UniEvent: Unified Generative Model with Multi-Dimensional Prefix for Zero-Shot Event-Relational Reasoning ACL 2023
Adapting Language-Audio Models as Few-Shot Audio Learners INTERSPEECH 2023
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings ACL 2023
Zero-shot Approach to Overcome Perturbation Sensitivity of Prompts ACL 2023
One-shot Imitation in a Non-Stationary Environment via Multi-Modal Skill ICML 2023
PFNs4BO: In-Context Learning for Bayesian Optimization ICML 2023
On the informativeness of supervision signals UAI 2023
Interval Bound Interpolation for Few-shot Learning with Few Tasks ICML 2023
DeepGD3: Unknown-Aware Deep Generative/Discriminative Hybrid Defect Detector for PCB Soldering Inspection UAI 2023
HyperReenact: One-Shot Reenactment via Jointly Learning to Refine and Retarget Faces ICCV 2023
Few-Shot Common Action Localization via Cross-Attentional Fusion of Context and Temporal Dynamics ICCV 2023
One-Shot Doc Snippet Detection: Powering Search in Document Beyond Text WACV 2023
Teach a Robot to FISH: Versatile Imitation from One Minute of Demonstrations RSS 2023
Few-Shot Object Detection via Improved Classification Features WACV 2023
Chinese Text Recognition with A Pre-Trained CLIP-Like Model Through Image-IDS Aligning ICCV 2023
Efficient Few-Shot Learning for Pixel-Precise Handwritten Document Layout Analysis WACV 2023
LFS-GAN: Lifelong Few-Shot Image Generation ICCV 2023
Few-shot Adaptation for Manipulating Granular Materials Under Domain Shift RSS 2023
Learning Few-Shot Segmentation From Bounding Box Annotations WACV 2023
Prompt-Augmented Linear Probing: Scaling beyond the Limit of Few-Shot In-Context Learners AAAI 2023