Few-Shot Learning

Neural Conformal Control for Time Series Forecasting AAAI 2025 OPI-DRO-HEL at at SemEval-2025 Task 11: Few-shot prompting for Text-based Emotion Recognition SemEval 2025 OSLoPrompt: Bridging Low-Supervision Challenges and Open-Set Domain Generalization in CLIP CVPR 2025 PBECount: Prompt-Before-Extract Paradigm for Class-Agnostic Counting AAAI 2025 PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025 ProAPO: Progressively Automatic Prompt Optimization for Visual Classification CVPR 2025 ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models CVPR 2025 Prompt-Guided Augmentation and Multi-modal Fusion for Argumentative Fallacy Classification in Political Debates ACL 2025 Reasoning or Memorization? Investigating LLMs’ Capability in Restoring Chinese Internet Homophones ACL 2025 RELIC: Enhancing Reward Model Generalization for Low-Resource Indic Languages with Few-Shot Examples EMNLP 2025 SeaS: Few-shot Industrial Anomaly Image Generation with Separation and Sharing Fine-tuning ICCV 2025 SEC-Prompt:SEmantic Complementary Prompting for Few-Shot Class-Incremental Learning CVPR 2025 Spatial Annealing for Efficient Few-shot Neural Rendering AAAI 2025 SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning AAAI 2025 Task Shift: From Classification to Regression in Overparameterized Linear Models AISTATS 2025 Task-Specific Gradient Adaptation for Few-Shot One-Class Classification CVPR 2025 Temporal Alignment-Free Video Matching for Few-shot Action Recognition CVPR 2025 TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs AAAI 2025 Towards Few-Shot Training-Free Anomaly Sound Detection Interspeech 2025 Towards Robust Speaker Recognition against Intrinsic Variation with Foundation Model Few-shot Tuning and Effective Speech Synthesis Interspeech 2025 Twofold Debiasing Enhances Fine-Grained Learning with Coarse Labels AAAI 2025 UncleLM at SemEval-2025 Task 11: RAG-Based Few-Shot Learning and Fine-Tuned Encoders for Multilingual Emotion Detection SemEval 2025 UNIBUC-SD at ArchEHR-QA 2025: Prompting Our Way to Clinical QA with Multi-Model Ensembling ACL 2025 VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification AAAI 2025 Virtual CRISPR: Can LLMs Predict CRISPR Screen Results? ACL 2025