few-shot learning

PICASSO: A Feed-Forward Framework for Parametric Inference of CAD Sketches via Rendering Self-Supervision WACV 2025 PICD-Instruct: A Generative Instruction Learning Framework for Few-Shot Multi-Intent Spoken Language Understanding EMNLP 2025 Point-JEPA: A Joint Embedding Predictive Architecture for Self-Supervised Learning on Point Cloud WACV 2025 PolyNorm: Few-Shot LLM-Based Text Normalization for Text-to-Speech EMNLP 2025 Position: Don’t Use the CLT in LLM Evals With Fewer Than a Few Hundred Datapoints ICML 2025 Position Really Matters: Towards a Holistic Approach for Prompt Tuning NAACL 2025 Predicate Hierarchies Improve Few-Shot State Classification ICLR 2025 ProAPO: Progressively Automatic Prompt Optimization for Visual Classification CVPR 2025 Probing the Limits of Multilingual Language Understanding: Low-Resource Language Proverbs as LLM Benchmark for AI Wisdom EMNLP 2025 ProKeR: A Kernel Perspective on Few-Shot Adaptation of Large Vision-Language Models CVPR 2025 PromptGuard at BLP-2025 Task 1: A Few-Shot Classification Framework Using Majority Voting and Keyword Similarity for Bengali Hate Speech Detection AACL 2025 Prompt-Guided Augmentation and Multi-modal Fusion for Argumentative Fallacy Classification in Political Debates ACL 2025 Prompting LLMs: Length Control for Isometric Machine Translation ACL 2025 PromptRefine: Enhancing Few-Shot Performance on Low-Resource Indic Languages with Example Selection from related Example Banks NAACL 2025 Prompt Tuning In a Compact Attribute Space AAAI 2025 Prototype antithesis for biological few-shot class-incremental learning ICLR 2025 Prototype Tuning: A Meta-Learning Approach for Few-Shot Document-Level Relation Extraction with Large Language Models NAACL 2025 Provably Improving Generalization of Few-shot models with Synthetic Data ICML 2025 Provoking Multi-modal Few-Shot LVLM via Exploration-Exploitation In-Context Learning CVPR 2025 Pseudo Informative Episode Construction for Few-Shot Class-Incremental Learning AAAI 2025 PUER: Boosting Few-shot Positive-Unlabeled Entity Resolution with Reinforcement Learning EMNLP 2025 PyBangla at BLP-2025 Task 2: Enhancing Bangla-to-Python Code Generation with Iterative Self-Correction and Multilingual Agents AACL 2025 Q-MAML: Quantum Model-Agnostic Meta-Learning for Variational Quantum Algorithms AAAI 2025 Rapid Selection and Ordering of In-Context Demonstrations via Prompt Embedding Clustering ICLR 2025 Rapid Word Learning Through Meta In-Context Learning EMNLP 2025