Few-Shot Learning

In-context Time Series Predictor ICLR 2025 Inductive Reasoning on Few-Shot Knowledge Graphs with Task-Aware Language Models EMNLP 2025 InsTaG: Learning Personalized 3D Talking Head from Few-Second Video CVPR 2025 Instruction-tuned QwenChart for Chart Question Answering ACL 2025 Instruct Where the Model Fails: Generative Data Augmentation via Guided Self-contrastive Fine-tuning AAAI 2025 Inversion Circle Interpolation: Diffusion-based Image Augmentation for Data-scarce Classification CVPR 2025 Investigating Adapters for Parameter-efficient Low-resource Automatic Speech Recognition NAACL 2025 Investigating How Pre-training Data Leakage Affects Models’ Reproduction and Detection Capabilities EMNLP 2025 Is LLM an Overconfident Judge? Unveiling the Capabilities of LLMs in Detecting Offensive Language with Annotation Disagreement ACL 2025 Is Meta-Learning Out? Rethinking Unsupervised Few-Shot Classification with Limited Entropy ICCV 2025 Is Visual in-Context Learning for Compositional Medical Tasks within Reach? ICCV 2025 Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025 Kernel-Aware Graph Prompt Learning for Few-Shot Anomaly Detection AAAI 2025 KIT’s Low-resource Speech Translation Systems for IWSLT2025: System Enhancement with Synthetic Data and Model Regularization ACL 2025 Knowledge-Enhanced Hierarchical Heterogeneous Graph for Personality Identification with Limited Training Data AAAI 2025 LAMAR at ArchEHR-QA 2025: Clinically Aligned LLM-Generated Few-Shot Learning for EHR-Grounded Patient Question Answering ACL 2025 Lark: Low-Rank Updates After Knowledge Localization for Few-shot Class-Incremental Learning ICCV 2025 Latte: Transfering LLMs' Latent-level Knowledge for Few-shot Tabular Learning IJCAI 2025 Learning Class Prototypes for Unified Sparse-Supervised 3D Object Detection CVPR 2025 Learning Diagrams: A Graphical Language for Compositional Training Regimes ICLR 2025 Learning from a Few Shots: Data-efficient Cervical Vertebral Maturation Assessment MIDL 2025 Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025 Learning from Few Samples: A Novel Approach for High-Quality Malcode Generation EMNLP 2025 Learning from Neighbors: Category Extrapolation for Long-Tail Learning CVPR 2025 Learning to Search Effective Example Sequences for In-Context Learning NAACL 2025