Few-Shot Learning

Learning to Move with Style: Few-Shot Cross-Modal Style Transfer for Creative Robot Motion Generation NeurIPS 2025 Lemma Dilemma: On Lemma Generation Without Domain- or Language-Specific Training Data EMNLP 2025 Leveraging Information Retrieval to Enhance Spoken Language Understanding Prompts in Few-Shot Learning Interspeech 2025 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025 Leveraging Text-to-Text Transformers as Classifier Chain for Few-Shot Multi-Label Classification EMNLP 2025 Leveraging the Power of Large Language Models in Entity Linking via Adaptive Routing and Targeted Reasoning EMNLP 2025 Leveraging Vision Language Models for Specialized Agricultural Tasks WACV 2025 Linguistic Neuron Overlap Patterns to Facilitate Cross-lingual Transfer on Low-resource Languages EMNLP 2025 LLM-based Business Process Models Generation from Textual Descriptions IJCNLP 2025 LLM Distillation for Efficient Few-Shot Multiple Choice Question Answering EMNLP 2025 LLM-Personalize: Aligning LLM Planners with Human Preferences via Reinforced Self-Training for Housekeeping Robots COLING 2025 LLMs for Detection and Classification of Persuasion Techniques in Slavic Parliamentary Debates and Social Media Texts ACL 2025 LLMs in alliance with Edit-based models: advancing In-Context Learning for Grammatical Error Correction by Specific Example Selection ACL 2025 LLMSR@XLLM25: Integrating Reasoning Prompt Strategies with Structural Prompt Formats for Enhanced Logical Inference ACL 2025 LMAct: A Benchmark for In-Context Imitation Learning with Long Multimodal Demonstrations ICML 2025 Local-Prompt: Extensible Local Prompts for Few-Shot Out-of-Distribution Detection ICLR 2025 Logits DeConfusion with CLIP for Few-Shot Learning CVPR 2025 Logos as a Well-Tempered Pre-train for Sign Language Recognition EMNLP 2025 LoRA Recycle: Unlocking Tuning-Free Few-Shot Adaptability in Visual Foundation Models by Recycling Pre-Tuned LoRAs CVPR 2025 LVLMs are Bad at Overhearing Human Referential Communication EMNLP 2025 Make Domain Shift a Catastrophic Forgetting Alleviator in Class-Incremental Learning AAAI 2025 Making Large Vision Language Models to Be Good Few-Shot Learners AAAI 2025 Manhattan Self-Attention Diffusion Residual Networks with Dynamic Bias Rectification for BCI-based Few-Shot Learning AAAI 2025 Manta: Enhancing Mamba for Few-Shot Action Recognition of Long Sub-Sequence AAAI 2025 MAPF-GPT: Imitation Learning for Multi-Agent Pathfinding at Scale AAAI 2025