Few-Shot Learning

Unlocking the Potential of Black-box Pre-trained GNNs for Graph Few-shot Learning AAAI 2025 Use Random Selection for Now: Investigation of Few-Shot Selection Strategies in LLM-based Text Augmentation EMNLP 2025 Vector-ICL: In-context Learning with Continuous Vector Representations ICLR 2025 Verbalized Representation Learning for Interpretable Few-Shot Generalization ICCV 2025 VERO: Verification and Zero-Shot Feedback Acquisition for Few-Shot Multimodal Aspect-Level Sentiment Classification AAAI 2025 Video-Bench: Human-Aligned Video Generation Benchmark CVPR 2025 VideoICL: Confidence-based Iterative In-context Learning for Out-of-Distribution Video Understanding CVPR 2025 VideoPASTA: 7K Preference Pairs That Matter for Video-LLM Alignment EMNLP 2025 Virtual CRISPR: Can LLMs Predict CRISPR Screen Results? ACL 2025 Visibility as Survival: Generalizing NLP for Native Alaskan Language Identification ACL 2025 Vision-aware Multimodal Prompt Tuning for Uploadable Multi-source Few-shot Domain Adaptation AAAI 2025 Visual Textualization for Image Prompted Object Detection ICCV 2025 VQCounter: Designing Visual Prompt Queue for Accurate Open-World Counting IJCAI 2025 Weight Copy and Low-Rank Adaptation for Few-Shot Distillation of Vision Transformers WACV 2025 WETBench: A Benchmark for Detecting Task-Specific Machine-Generated Text on Wikipedia ACL 2025 What Makes In-context Learning Effective for Mathematical Reasoning ICML 2025 Where to show Demos in Your Prompt: A Positional Bias of In-Context Learning EMNLP 2025 Which Attention Heads Matter for In-Context Learning? ICML 2025 Why In-Context Learning Models are Good Few-Shot Learners? ICLR 2025 WildScore: Benchmarking MLLMs in-the-Wild Symbolic Music Reasoning EMNLP 2025 WorldAPIs: The World Is Worth How Many APIs? A Thought Experiment AAAI 2025 YNU-HPCC at SemEval-2025 Task 2: Local Cache and Online Retrieval-Based method for Entity-Aware Machine Translation SemEval 2025 Zebra: In-Context Generative Pretraining for Solving Parametric PDEs ICML 2025 Zero-shot and Few-shot Learning with Instruction-following LLMs for Claim Matching in Automated Fact-checking COLING 2025 Zero-Shot Cross-Lingual Transfer using Prefix-Based Adaptation EMNLP 2025