Few-Shot Learning

ImageGen-CoT: Enhancing Text-to-Image In-context Learning with Chain-of-Thought Reasoning ICCV 2025 ImagineFSL: Self-Supervised Pretraining Matters on Imagined Base Set for VLM-based Few-shot Learning CVPR 2025 Implicit Hate Target Span Detection in Zero- and Few-Shot Settings with Selective Sub-Billion Parameter Models ACL 2025 Implicit In-context Learning ICLR 2025 Improving Audio Classification by Transitioning from Zero- to Few-Shot Interspeech 2025 Improving Dialogue State Tracking through Combinatorial Search for In-Context Examples ACL 2025 Improving Generalization in Meta-Learning via Meta-Gradient Augmentation IJCAI 2025 Improving Sentiment Analysis for Ukrainian Social Media Code-Switching Data ACL 2025 In-Context Iterative Policy Improvement for Dynamic Manipulation CoRL 2025 In-Context Learning Boosts Speech Recognition via Human-like Adaptation to Speakers and Language Varieties EMNLP 2025 In-Context Learning with Long-Context Models: An In-Depth Exploration NAACL 2025 Incremental Few-Shot Semantic Segmentation via Multi-Level Switchable Visual Prompts ICCV 2025 Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025 Intent Oriented Contrastive Learning for Sequential Recommendation AAAI 2025 IRUEX: A Study on Large Language Models Problem-Solving Skills in Iran’s University Entrance Exam COLING 2025 Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025 It is not a piece of cake for GPT: Explaining Textual Entailment Recognition in the presence of Figurative Language COLING 2025 It’s All About In-Context Learning! Teaching Extremely Low-Resource Languages to LLMs EMNLP 2025 Kernel-Aware Graph Prompt Learning for Few-Shot Anomaly Detection AAAI 2025 Label Set Optimization via Activation Distribution Kurtosis for Zero-Shot Classification with Generative Models EMNLP 2025 Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025 Large Language Models are Demonstration Pre-Selectors for Themselves ICML 2025 Learning General-purpose Biomedical Volume Representations using Randomized Synthesis ICLR 2025 Learning Low-Resource Languages Through NLP-Driven Flashcards: A Case Study of Hokkien in Language Learning Applications NAACL 2025 Learning to Adapt Frozen CLIP for Few-Shot Test-Time Domain Adaptation ICLR 2025