Few-Shot Learning

Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation CVPR 2025 Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models ACL 2025 Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025 InsTaG: Learning Personalized 3D Talking Head from Few-Second Video CVPR 2025 Investigating the Reasoning Abilities of Large Language Models for Understanding Spoken Language in Interpersonal Interactions Interspeech 2025 LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025 Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025 Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning IJCAI 2025 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025 Leveraging Text-to-Text Transformers as Classifier Chain for Few-Shot Multi-Label Classification EMNLP 2025 LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025 LLMSR@XLLM25: An Empirical Study of LLM for Structural Reasoning ACL 2025 Logits DeConfusion with CLIP for Few-Shot Learning CVPR 2025 Making Large Vision Language Models to Be Good Few-Shot Learners AAAI 2025 Manhattan Self-Attention Diffusion Residual Networks with Dynamic Bias Rectification for BCI-based Few-Shot Learning AAAI 2025 Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence AAAI 2025 Massively Multilingual Instruction-Following Information Extraction ACL 2025 Meta-learning from Heterogeneous Tensors for Few-shot Tensor Completion AISTATS 2025 Meta-PerSER: Few-Shot Listener Personalized Speech Emotion Recognition via Meta-learning Interspeech 2025 mOSCAR: A Large-scale Multilingual and Multimodal Document-level Corpus ACL 2025 Multi-Label Few-Shot Image Classification via Pairwise Feature Augmentation and Flexible Prompt Learning AAAI 2025 Multi-Prompting Decoder Helps Better Language Understanding ACL 2025 Multi-view Fusion and Parameter Perturbation for Few-Shot Class-Incremental Audio Classification Interspeech 2025 MutualNeRF: Improve the Performance of NeRF under Limited Samples with Mutual Information Theory UAI 2025 MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context AAAI 2025