Few-Shot Learning

CoRAG: Collaborative Retrieval-Augmented Generation NAACL 2025 Core Knowledge Learning Framework for Graph AAAI 2025 Covariance-Based Space Regularization for Few-Shot Class Incremental Learning WACV 2025 Cropper: Vision-Language Model for Image Cropping through In-Context Learning CVPR 2025 Cross-Domain Multi-Modal Few-Shot Object Detection via Rich Text WACV 2025 Crossing Domains without Labels: Distant Supervision for Term Extraction EMNLP 2025 Cross-Lingual Transfer Learning for Speech Translation NAACL 2025 Cross-Modal Few-Shot Learning with Second-Order Neural Ordinary Differential Equations AAAI 2025 CryoMAE: Few-Shot Cryo-EM Particle Picking with Masked Autoencoders WACV 2025 CSIRO LT at SemEval-2025 Task 8: Answering Questions over Tabular Data using LLMs SemEval 2025 Cuckoo: An IE Free Rider Hatched by Massive Nutrition in LLM’s Nest ACL 2025 CUET_SR34 at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs – Integrating NER and Argument Schemes ACL 2025 CycleDistill: Bootstrapping Machine Translation using LLMs with Cyclical Distillation AACL 2025 CycleOIE: A Low-Resource Training Framework For Open Information Extraction COLING 2025 Data-Efficient 3D Visual Grounding via Order-Aware Referring WACV 2025 Data-Efficient Automatic Prompt Optimization for Memory-Enhanced Conversational Agents EMNLP 2025 Data-scarce Behavior Editing of Language Models EMNLP 2025 Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning ACL 2025 Deconfound Semantic Shift and Incompleteness in Incremental Few-shot Semantic Segmentation AAAI 2025 Demonstrating LEAP Hand v2: Low-Cost, Easy-to-Assemble, High-Performance Hand for Robot Learning RSS 2025 Detecting Continuously Evolving Scam Calls under Limited Annotation: A LLM-Augmented Expert Rule Framework EMNLP 2025 Detecting Sockpuppetry on Wikipedia Using Meta-Learning ACL 2025 DeTriever: Decoder-representation-based Retriever for Improving NL2SQL In-Context Learning COLING 2025 DICP: Deep In-Context Prompt for Event Causality Identification EMNLP 2025 DictAS: A Framework for Class-Generalizable Few-Shot Anomaly Segmentation via Dictionary Lookup ICCV 2025