Few-Shot Learning

Capture Global Feature Statistics for One-Shot Federated Learning AAAI 2025 Causal Denoising Prototypical Network for Few-Shot Multi-label Aspect Category Detection ACL 2025 Causal Disentanglement and Cross-Modal Alignment for Enhanced Few-Shot Learning ICCV 2025 CD^2: Constrained Dataset Distillation for Few-Shot Class-Incremental Learning IJCAI 2025 Chain-of-Thought Provably Enables Learning the (Otherwise) Unlearnable ICLR 2025 CHEER-Ekman: Fine-grained Embodied Emotion Classification ACL 2025 Classifier-Augmented Generation for Structured Workflow Prediction EMNLP 2025 ClimateEval: A Comprehensive Benchmark for NLP Tasks Related to Climate Change ACL 2025 COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation CVPR 2025 CodeTaxo: Enhancing Taxonomy Expansion with Limited Examples via Code Language Prompts ACL 2025 CoLA: Collaborative Low-Rank Adaptation ACL 2025 Coling-UniA at SciVQA 2025: Few-Shot Example Retrieval and Confidence-Informed Ensembling for Multimodal Large Language Models ACL 2025 Combining Induction and Transduction for Abstract Reasoning ICLR 2025 Comparing Specialised Small and General Large Language Models on Text Classification: 100 Labelled Samples to Achieve Break-Even Performance EMNLP 2025 ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) AAAI 2025 ConceptSearch: Towards Efficient Program Search Using LLMs for Abstraction and Reasoning Corpus (ARC) (Student Abstract) AAAI 2025 Connecting Giants: Synergistic Knowledge Transfer of Large Multimodal Models for Few-Shot Learning IJCAI 2025 Core Knowledge Learning Framework for Graph AAAI 2025 CountSE: Soft Exemplar Open-set Object Counting ICCV 2025 Covariance-Based Space Regularization for Few-Shot Class Incremental Learning WACV 2025 Cross-Document Event-Keyed Summarization ACL 2025 Cross-Domain Multi-Modal Few-Shot Object Detection via Rich Text WACV 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 CrystalICL: Enabling In-Context Learning for Crystal Generation EMNLP 2025