Few-Shot Learning

Adversity-aware Few-shot Named Entity Recognition via Augmentation Learning AAAI 2025 A Federated Approach to Few-Shot Hate Speech Detection for Marginalized Communities EMNLP 2025 A Generative Approach at the Instance-Level for Image Segmentation Under Limited Training Data Conditions (Student Abstract) AAAI 2025 AgentTrek: Agent Trajectory Synthesis via Guiding Replay with Web Tutorials ICLR 2025 AlphaBorno at BLP-2025 Task 2: Code Generation with Structured Prompts and Execution Feedback AACL 2025 Analyzing Interview Questions via Bloom’s Taxonomy to Enhance the Design Thinking Process ACL 2025 AnaToM: A Dataset Generation Framework for Evaluating Theory of Mind Reasoning Toward the Anatomy of Difficulty through Structurally Controlled Story Generation IJCNLP 2025 AnchorInv: Few-Shot Class-Incremental Learning of Physiological Signals via Feature Space-Guided Inversion AAAI 2025 An Empirical Study of Federated Prompt Learning for Vision Language Model IJCAI 2025 AnomalyDINO: Boosting Patch-Based Few-Shot Anomaly Detection with DINOv2 WACV 2025 A Perspective on LLM Data Generation with Few-shot Examples: from Intent to Kubernetes Manifest ACL 2025 Artificial Intelligence in Spectroscopy: Advancing Chemistry from Prediction To Generation and Beyond IJCAI 2025 A Simple-but-Effective Baseline for Training-Free Class-Agnostic Counting WACV 2025 Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction EMNLP 2025 ATLANTIS at SemEval-2025 Task 3 : Detecting Hallucinated Text Spans in Question Answering SemEval 2025 Attraction Diminishing and Distributing for Few-Shot Class-Incremental Learning CVPR 2025 Attribute-formed Class-specific Concept Space: Endowing Language Bottleneck Model with Better Interpretability and Scalability CVPR 2025 Auto Encoding Neural Process for Multi-interest Recommendation AAAI 2025 Automatic Mathematic In-Context Example Generation for LLM Using Multi-Modal Consistency COLING 2025 Auxiliary Prompt Tuning of Vision-Language Models for Few-Shot Out-of-Distribution Detection ICCV 2025 BANER: Boundary-Aware LLMs for Few-Shot Named Entity Recognition COLING 2025 Benchmarking VLMs' Reasoning About Persuasive Atypical Images WACV 2025 Beyond Demonstrations: Dynamic Vector Construction from Latent Representations EMNLP 2025 Beyond Output Matching: Bidirectional Alignment for Enhanced In-Context Learning ACL 2025 Beyond Pixel and Object: Part Feature as Reference for Few-Shot Video Object Segmentation AAAI 2025