Few-Shot Learning

Direction-Aware Neural Acoustic Fields for Few-Shot Interpolation of Ambisonic Impulse Responses Interspeech 2025 Dual-Interrelated Diffusion Model for Few-Shot Anomaly Image Generation CVPR 2025 Effect of Multilingual and Domain-adapted Continual Pre-training on Few-shot Promptability ACL 2025 Enhance Vision-Language Alignment with Noise AAAI 2025 Enhancing Chain-of-Thought Reasoning with Critical Representation Fine-tuning ACL 2025 Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer AAAI 2025 Envisioning Class Entity Reasoning by Large Language Models for Few-shot Learning AAAI 2025 Exploiting Text Semantics for Few and Zero Shot Node Classification on Text-attributed Graph IJCAI 2025 FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation AAAI 2025 FedFSL-CFRD: Personalized Federated Few-Shot Learning with Collaborative Feature Representation Disentanglement AAAI 2025 Few-Shot Audio-Visual Class-Incremental Learning with Temporal Prompting and Regularization AAAI 2025 Few-Shot Domain Adaptation for Learned Image Compression AAAI 2025 Few-Shot Image Quality Assessment via Adaptation of Vision-Language Models ICCV 2025 Few-Shot Incremental Learning via Foreground Aggregation and Knowledge Transfer for Audio-Visual Semantic Segmentation AAAI 2025 Few-Shot Recognition via Stage-Wise Retrieval-Augmented Finetuning CVPR 2025 Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Interspeech 2025 Frame Order Matters: A Temporal Sequence-Aware Model for Few-Shot Action Recognition AAAI 2025 FRESA: Feedforward Reconstruction of Personalized Skinned Avatars from Few Images CVPR 2025 FrugalNeRF: Fast Convergence for Extreme Few-shot Novel View Synthesis without Learned Priors CVPR 2025 FSL-Rectifier: Rectify Outliers in Few-Shot Learning via Test-Time Augmentation AAAI 2025 Fully Few-shot Class-incremental Audio Classification Using Multi-level Embedding Extractor and Ridge Regression Classifier Interspeech 2025 GoP2Vec: A few shot learning for pronunciation assessment with goodness of pronunciation (GoP) based representations from an i-vector framework and augmentation Interspeech 2025 HeGTa: Leveraging Heterogeneous Graph-enhanced Large Language Models for Few-shot Complex Table Understanding AAAI 2025 HePa: Heterogeneous Graph Prompting for All-Level Classification Tasks AAAI 2025 HeterGP: Bridging Heterogeneity in Graph Neural Networks with Multi-View Prompting AAAI 2025