Few-Shot Learning

Teaching Small Language Models to Learn Logic through Meta-Learning EACL 2026 Team CV at SemEval-2026 Task 4: Prompting LLMs and Benchmarking Embedding Models for Narrative Story Similarity SemEval 2026 Test-Time Adaptation through Semantically-guided Feature Decomposition for Few-shot Chest X-ray Diagnosis WACV 2026 TIM++: Transductive Information Maximization for Few-Shot CLIP AAAI 2026 Towards LLM-Empowered Knowledge Tracing via LLM-Student Hierarchical Behavior Alignment in Hyperbolic Space AAAI 2026 Training-Free Few-Shot Segmentation via Vision-Language Guided Prompting WACV 2026 Training-Only Heterogeneous Image-Patch-Text Graph Supervision for Advancing Few-Shot Learning Adapters CVPR 2026 Under-resourced studies of under-resourced languages: lemmatization and POS-tagging with LLM annotators for historical Armenian, Georgian, Greek and Syriac EACL 2026 Universal-to-Specific: Dynamic Knowledge-Guided Multiple Instance Learning for Few-Shot Whole Slide Image Classification CVPR 2026 UrbanPG: An Efficient Framework with Personalized Context and General Backbone Interaction for Urban Spatio-Temporal Learning AAAI 2026 Uslub at AbjadAuthorID Shared Task: A Comparative Analysis of Traditional Machine Learning and Transformer-Based Models for Authorship Attribution in Arabic and Urdu EACL 2026 vMFCoOp: Towards Equilibrium on a Unified Hyperspherical Manifold for Prompting Biomedical VLMs AAAI 2026 Where and What Matters: Sensitivity-Aware Task Vectors for Many-Shot Multimodal In-Context Learning AAAI 2026 A3: Few-shot Prompt Learning of Unlearnable Examples with Cross-Modal Adversarial Feature Alignment CVPR 2025 Acquiring Bidirectionality via Large and Small Language Models COLING 2025 Act2P: LLM-Driven Online Dialogue Act Classification for Power Analysis ACL 2025 Active Learning for Continual Learning: Keeping the Past Alive in the Present ICLR 2025 Active Multimodal Distillation for Few-shot Action Recognition IJCAI 2025 AdaptAgent: Adapting Multimodal Web Agents with Few-Shot Learning from Human Demonstrations ACL 2025 Adapting In-Domain Few-Shot Segmentation to New Domains without Source Domain Retraining ICCV 2025 Adaptive Decision Boundary for Few-Shot Class-Incremental Learning AAAI 2025 Adaptive Few-shot Prompting for Machine Translation with Pre-trained Language Models AAAI 2025 A Data Perspective on Enhanced Identity Preservation for Diffusion Personalization WACV 2025 Addressing Imbalanced Domain-Incremental Learning through Dual-Balance Collaborative Experts ICML 2025 AdversaryAI at BLP-2025 Task 2: A Think, Refine, and Generate (TriGen) System with LoRA and Self-Refinement for Code Generation AACL 2025