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Few-Shot Learning

2558 directly classified papers

Papers per year

Papers

With Ears to See and Eyes to Hear: Sound Symbolism Experiments with Multimodal Large Language Models EMNLP 2024
Demo: Enhancing Wildlife Acoustic Data Annotation Efficiency through Transfer and Active Learning IJCAI 2024
EditEval: An Instruction-Based Benchmark for Text Improvements CONLL 2024
Weakly Supervised Few-Shot Object Detection with DETR AAAI 2024
Effective Demonstration Annotation for In-Context Learning via Language Model-Based Determinantal Point Process EMNLP 2024
A Survey on In-context Learning EMNLP 2024
Label-Efficient Few-Shot Semantic Segmentation with Unsupervised Meta-Training AAAI 2024
On Sensitivity of Learning with Limited Labelled Data to the Effects of Randomness: Impact of Interactions and Systematic Choices EMNLP 2024
Learning Spatial Similarity Distribution for Few-shot Object Counting IJCAI 2024
AE-NeRF: Audio Enhanced Neural Radiance Field for Few Shot Talking Head Synthesis AAAI 2024
UniAP: Towards Universal Animal Perception in Vision via Few-Shot Learning AAAI 2024
M2SD:Multiple Mixing Self-Distillation for Few-Shot Class-Incremental Learning AAAI 2024
One-to-Normal: Anomaly Personalization for Few-shot Anomaly Detection NIPS 2024
Relevant Intrinsic Feature Enhancement Network for Few-Shot Semantic Segmentation AAAI 2024
Few-Shot Keyword Spotting from Mixed Speech INTERSPEECH 2024
A Streamlined Span-based Factorization Method for Few Shot Named Entity Recognition COLING 2024
Aggregation and Purification: Dual Enhancement Network for Point Cloud Few-shot Segmentation IJCAI 2024
Self-Supervised Embeddings for Detecting Individual Symptoms of Depression INTERSPEECH 2024
Prompting Whisper for QA-driven Zero-shot End-to-end Spoken Language Understanding INTERSPEECH 2024
MaskDiff: Modeling Mask Distribution with Diffusion Probabilistic Model for Few-Shot Instance Segmentation AAAI 2024
Adaptive FSS: A Novel Few-Shot Segmentation Framework via Prototype Enhancement AAAI 2024
Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024
The Representation Landscape of Few-Shot Learning and Fine-Tuning in Large Language Models NIPS 2024
PPTSER: A Plug-and-Play Tag-guided Method for Few-shot Semantic Entity Recognition on Visually-rich Documents ACL 2024
LLM-based Multi-Level Knowledge Generation for Few-shot Knowledge Graph Completion IJCAI 2024