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Few-Shot Learning

1013 directly classified papers

Papers per year

Papers

Ada-Instruct: Adapting Instruction Generators for Complex Reasoning EMNLP 2024
Semantic Token Reweighting for Interpretable and Controllable Text Embeddings in CLIP EMNLP 2024
Argument Mining in Data Scarce Settings: Cross-lingual Transfer and Few-shot Techniques ACL 2024
Hyperbolic vs Euclidean Embeddings in Few-Shot Learning: Two Sides of the Same Coin WACV 2024
Interactive-KBQA: Multi-Turn Interactions for Knowledge Base Question Answering with Large Language Models ACL 2024
LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs ACL 2024
SimpliMix: A Simplified Manifold Mixup for Few-Shot Point Cloud Classification WACV 2024
BvSP: Broad-view Soft Prompting for Few-Shot Aspect Sentiment Quad Prediction ACL 2024
Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning ACL 2024
Domain Aligned CLIP for Few-Shot Classification WACV 2024
ISAR: A Benchmark for Single- and Few-Shot Object Instance Segmentation and Re-Identification WACV 2024
Self-Sampling Meta SAM: Enhancing Few-Shot Medical Image Segmentation With Meta-Learning WACV 2024
Expanding Hyperspherical Space for Few-Shot Class-Incremental Learning WACV 2024
One-Shot Learning as Instruction Data Prospector for Large Language Models ACL 2024
SymKGQA: Few-Shot Knowledge Graph Question Answering via Symbolic Program Generation and Execution ACL 2024
Few-Shot Generative Model for Skeleton-Based Human Action Synthesis Using Cross-Domain Adversarial Learning WACV 2024
Few-Shot Shape Recognition by Learning Deep Shape-Aware Features WACV 2024
Self-Specialization: Uncovering Latent Expertise within Large Language Models ACL 2024
Letting 3D Guide the Way: 3D Guided 2D Few-Shot Image Classification WACV 2024
A Prompting Assignment for Exploring Pretrained LLMs ACL 2024
A Survey of Data-Efficient Graph Learning IJCAI 2024
Wearable Sensor-Based Few-Shot Continual Learning on Hand Gestures for Motor-Impaired Individuals via Latent Embedding Exploitation IJCAI 2024
ROCES: Robust Class Expression Synthesis in Description Logics via Iterative Sampling IJCAI 2024
A Density-driven Iterative Prototype Optimization for Transductive Few-shot Learning IJCAI 2024
With a Little Help from Language: Semantic Enhanced Visual Prototype Framework for Few-Shot Learning IJCAI 2024