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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

Low-shot Object Learning with Mutual Exclusivity Bias NIPS 2023
Fairness-guided Few-shot Prompting for Large Language Models NIPS 2023
Word-level Prefix/Suffix Sense Detection: A Case Study on Negation Sense with Few-shot Learning ACL 2023
Learning In-context Learning for Named Entity Recognition ACL 2023
ALERT: Adapt Language Models to Reasoning Tasks ACL 2023
Language Models Can Improve Event Prediction by Few-Shot Abductive Reasoning NIPS 2023
EHRSHOT: An EHR Benchmark for Few-Shot Evaluation of Foundation Models NIPS 2023
Does GPT-3 Grasp Metaphors? Identifying Metaphor Mappings with Generative Language Models ACL 2023
GENEVA: Benchmarking Generalizability for Event Argument Extraction with Hundreds of Event Types and Argument Roles ACL 2023
Parameterizing Context: Unleashing the Power of Parameter-Efficient Fine-Tuning and In-Context Tuning for Continual Table Semantic Parsing NIPS 2023
FGNet: Towards Filling the Intra-class and Inter-class Gaps for Few-shot Segmentation IJCAI 2023
WBFlow: Few-shot White Balance for sRGB Images via Reversible Neural Flows IJCAI 2023
Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning NIPS 2023
Few-Shot Video Classification via Representation Fusion and Promotion Learning ICCV 2023
Is Imitation All You Need? Generalized Decision-Making with Dual-Phase Training ICCV 2023
Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement ICCV 2023
Read-only Prompt Optimization for Vision-Language Few-shot Learning ICCV 2023
TART: A plug-and-play Transformer module for task-agnostic reasoning NIPS 2023
Few-shot Adaptation Works with UnpredicTable Data ACL 2023
SpatialFormer: Semantic and Target Aware Attentions for Few-Shot Learning AAAI 2023
SA6D: Self-Adaptive Few-Shot 6D Pose Estimator for Novel and Occluded Objects CORL 2023
Unifying Cross-Lingual Transfer across Scenarios of Resource Scarcity EMNLP 2023
Prompts Can Play Lottery Tickets Well: Achieving Lifelong Information Extraction via Lottery Prompt Tuning ACL 2023
The CoT Collection: Improving Zero-shot and Few-shot Learning of Language Models via Chain-of-Thought Fine-Tuning EMNLP 2023
Detecting Heart Disease from Multi-View Ultrasound Images via Supervised Attention Multiple Instance Learning MLHC 2023