Few-Shot Learning

Self-Sampling Meta SAM: Enhancing Few-Shot Medical Image Segmentation With Meta-Learning WACV 2024 Self-Specialization: Uncovering Latent Expertise within Large Language Models ACL 2024 Self-Supervised Learning for Visual Relationship Detection Through Masked Bounding Box Reconstruction WACV 2024 Self-Training Based Few-Shot Node Classification by Knowledge Distillation AAAI 2024 Self-training Strategies for Sentiment Analysis: An Empirical Study EACL 2024 Semantic-Aware Video Representation for Few-Shot Action Recognition WACV 2024 Semantic Generative Augmentations for Few-Shot Counting WACV 2024 Semantic Token Reweighting for Interpretable and Controllable Text Embeddings in CLIP EMNLP 2024 SenticVec: Toward Robust and Human-Centric Neurosymbolic Sentiment Analysis ACL 2024 SheffieldVeraAI at SemEval-2024 Task 4: Prompting and fine-tuning a Large Vision-Language Model for Binary Classification of Persuasion Techniques in Memes SemEval 2024 Shopping MMLU: A Massive Multi-Task Online Shopping Benchmark for Large Language Models NeurIPS 2024 Should Cross-Lingual AMR Parsing go Meta? An Empirical Assessment of Meta-Learning and Joint Learning AMR Parsing EMNLP 2024 Simple Semantic-Aided Few-Shot Learning CVPR 2024 SimpliMix: A Simplified Manifold Mixup for Few-Shot Point Cloud Classification WACV 2024 SLiMe: Segment Like Me ICLR 2024 Sociocultural knowledge is needed for selection of shots in hate speech detection tasks EACL 2024 SparseFit: Few-shot Prompting with Sparse Fine-tuning for Jointly Generating Predictions and Natural Language Explanations ACL 2024 SpeciaLex: A Benchmark for In-Context Specialized Lexicon Learning EMNLP 2024 Spotting the Unseen: Reciprocal Consensus Network Guided by Visual Archetypes AAAI 2024 StablePT : Towards Stable Prompting for Few-shot Learning via Input Separation EMNLP 2024 Strengthening Structural Inductive Biases by Pre-training to Perform Syntactic Transformations EMNLP 2024 Strong Baselines for Parameter-Efficient Few-Shot Fine-Tuning AAAI 2024 STSPL-SSC: Semi-Supervised Few-Shot Short Text Clustering with Semantic text similarity Optimized Pseudo-Labels ACL 2024 SumTra: A Differentiable Pipeline for Few-Shot Cross-Lingual Summarization NAACL 2024 SymKGQA: Few-Shot Knowledge Graph Question Answering via Symbolic Program Generation and Execution ACL 2024