few-shot learning

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 Temporal Alignment-Free Video Matching for Few-shot Action Recognition CVPR 2025 Text and Image Are Mutually Beneficial: Enhancing Training-Free Few-Shot Classification with CLIP AAAI 2025 Text Augmented Correlation Transformer For Few-shot Classification & Segmentation CVPR 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 The contribution of LLMs to relation extraction in the economic field COLING 2025 The Good, the Bad, and the Debatable: A Survey on the Impacts of Data for In-Context Learning EMNLP 2025 The Surprising Effectiveness of Test-Time Training for Few-Shot Learning ICML 2025 THREAD: Thinking Deeper with Recursive Spawning NAACL 2025 TimeDP: Learning to Generate Multi-Domain Time Series with Domain Prompts AAAI 2025 Time-Frequency Disentanglement Boosted Pre-Training: A Universal Spatio-Temporal Modeling Framework IJCAI 2025 TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data AAAI 2025 Towards Cross-Lingual Audio Abuse Detection in Low-Resource Settings with Few-Shot Learning COLING 2025 Towards Effective Foundation Model Adaptation for Extreme Cross-Domain Few-Shot Learning ICCV 2025 Towards Few-Shot Training-Free Anomaly Sound Detection Interspeech 2025 Towards LLMs Robustness to Changes in Prompt Format Styles NAACL 2025 Towards Robust Few-Shot Relation Classification: Incorporating Relation Description with Agreement EMNLP 2025 Towards Robust Speaker Recognition against Intrinsic Variation with Foundation Model Few-shot Tuning and Effective Speech Synthesis Interspeech 2025 Transfer-Aware Data Selection for Domain Adaptation in Text Retrieval EMNLP 2025 Translating Tax Law to Code with LLMs: A Benchmark and Evaluation Framework EMNLP 2025 TriLLaMa at CQs-Gen 2025: A Two-Stage LLM-Based System for Critical Question Generation ACL 2025 Tripartite Weight-Space Ensemble for Few-Shot Class-Incremental Learning CVPR 2025 TrojanWave: Exploiting Prompt Learning for Stealthy Backdoor Attacks on Large Audio-Language Models EMNLP 2025