Few-Shot Learning

Few-Shot Object Detection with Foundation Models CVPR 2024 Few-Shot Semantic Dependency Parsing via Graph Contrastive Learning COLING 2024 Few-shot Transfer Learning for Knowledge Base Question Answering: Fusing Supervised Models with In-Context Learning ACL 2024 Findings of the Second BabyLM Challenge: Sample-Efficient Pretraining on Developmentally Plausible Corpora CoNLL 2024 FineFMPL: Fine-grained Feature Mining Prompt Learning for Few-Shot Class Incremental Learning IJCAI 2024 Fine-Grained Prototypes Distillation for Few-Shot Object Detection AAAI 2024 Flatten Long-Range Loss Landscapes for Cross-Domain Few-Shot Learning CVPR 2024 FlexMol: A Flexible Toolkit for Benchmarking Molecular Relational Learning NeurIPS 2024 FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning CoRL 2024 From Language to Pixels: Task Recognition and Task Learning in LLMs EMNLP 2024 From Nile Sands to Digital Hands: Machine Translation of Coptic Texts ACL 2024 FtG-CoT at SemEval-2024 Task 9: Solving Sentence Puzzles Using Fine-Tuned Language Models and Zero-Shot CoT Prompting SemEval 2024 Fully Few-shot Class-incremental Audio Classification Using Expandable Dual-embedding Extractor Interspeech 2024 Generalizations across filler-gap dependencies in neural language models CoNLL 2024 Generalization to New Sequential Decision Making Tasks with In-Context Learning ICML 2024 Generate Universal Adversarial Perturbations for Few-Shot Learning NeurIPS 2024 Generating Demonstrations for In-Context Compositional Generalization in Grounded Language Learning EMNLP 2024 Generating Interpretations of Policy Announcements EMNLP 2024 Generative Multimodal Entity Linking COLING 2024 Generative Multi-modal Models are Good Class Incremental Learners CVPR 2024 Generative Multimodal Models are In-Context Learners CVPR 2024 GenTKG: Generative Forecasting on Temporal Knowledge Graph with Large Language Models NAACL 2024 G-HOP: Generative Hand-Object Prior for Interaction Reconstruction and Grasp Synthesis CVPR 2024 GistScore: Learning Better Representations for In-Context Example Selection with Gist Bottlenecks ICML 2024 GOLEM: GOld Standard for Learning and Evaluation of Motifs COLING 2024