Few-Shot Learning

Spotlighter: Revisiting Prompt Tuning from a Representative Mining View EMNLP 2025 SRSA: Skill Retrieval and Adaptation for Robotic Assembly Tasks ICLR 2025 Stable Diffusion Models are Secretly Good at Visual In-Context Learning ICCV 2025 StateCloud at Critical Questions Generation: Prompt Engineering for Critical Question Generation ACL 2025 STD-PLM: Understanding Both Spatial and Temporal Properties of Spatial-Temporal Data with PLM AAAI 2025 ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data AAAI 2025 Strategic Base Representation Learning via Feature Augmentations for Few-Shot Class Incremental Learning WACV 2025 Summarize-Exemplify-Reflect: Data-driven Insight Distillation Empowers LLMs for Few-shot Tabular Classification EMNLP 2025 Surprise Calibration for Better In-Context Learning EMNLP 2025 SVasP: Self-Versatility Adversarial Style Perturbation for Cross-Domain Few-Shot Learning AAAI 2025 SymDPO: Boosting In-Context Learning of Large Multimodal Models with Symbol Demonstration Direct Preference Optimization CVPR 2025 SynthDetoxM: Modern LLMs are Few-Shot Parallel Detoxification Data Annotators NAACL 2025 Synthetic Prior for Few-Shot Drivable Head Avatar Inversion CVPR 2025 TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition CVPR 2025 Task-Specific Gradient Adaptation for Few-Shot One-Class Classification CVPR 2025 Task-Specific Preconditioner for Cross-Domain Few-Shot Learning AAAI 2025 Taylor Series-Inspired Local Structure Fitting Network for Few-shot Point Cloud Semantic Segmentation AAAI 2025 Tdnguyen at CQs-Gen 2025: Adapt Large Language Models with Multi-Step Reasoning for Critical Questions Generation ACL 2025 Teaching Sarcasm: Few-Shot Multimodal Sarcasm Detection via Distillation to a Parameter-Efficient Student IJCNLP 2025 Teaching VLMs to Localize Specific Objects from In-context Examples ICCV 2025 Team Unibuc - NLP at SemEval-2025 Task 11: Few-shot text-based emotion detection SemEval 2025 TeleAI at SemEval-2025 Task 11: Bridging the Gap in Text-Based Emotion Detection with Prompt Engineering and Data Augmentation SemEval 2025 Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP AAAI 2025 TFM^2: Training-Free Mask Matching for Open-Vocabulary Semantic Segmentation WACV 2025 TGLsta: Low-resource Textual Graph Learning with Semantic and Topological Awareness via LLMs AAAI 2025