Few-Shot Learning

FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification NeurIPS 2024 FastFit: Fast and Effective Few-Shot Text Classification with a Multitude of Classes NAACL 2024 Fast Graph Sharpness-Aware Minimization for Enhancing and Accelerating Few-Shot Node Classification NeurIPS 2024 Feature-Adaptive and Data-Scalable In-Context Learning ACL 2024 FeatWalk: Enhancing Few-Shot Classification through Local View Leveraging AAAI 2024 Fewer is More: Boosting Math Reasoning with Reinforced Context Pruning EMNLP 2024 Few-Shot Adversarial Prompt Learning on Vision-Language Models NeurIPS 2024 Few-shot Algorithms for Consistent Neural Decoding (FALCON) Benchmark NeurIPS 2024 Few shot chain-of-thought driven reasoning to prompt LLMs for open-ended medical question answering EMNLP 2024 Few-shot clinical entity recognition in English, French and Spanish: masked language models outperform generative model prompting EMNLP 2024 Few-Shot Data Synthesis for Open Domain Multi-Hop Question Answering EACL 2024 Few-Shot Dialogue Summarization via Skeleton-Assisted Prompt Transfer in Prompt Tuning EACL 2024 Few-Shot Diffusion Models Escape the Curse of Dimensionality NeurIPS 2024 Few-Shot Event Argument Extraction Based on a Meta-Learning Approach NAACL 2024 Few-Shot Event Classification in Images Using Knowledge Graphs for Prompting WACV 2024 Few-shot Hybrid Domain Adaptation of Image Generator ICLR 2024 Few-Shot Keyword-Incremental Learning with Total Calibration Interspeech 2024 Few-Shot Keyword Spotting from Mixed Speech Interspeech 2024 Few-shot Learner Parameterization by Diffusion Time-steps CVPR 2024 Few-Shot Learning for Cold-Start Recommendation COLING 2024 Few-Shot Learning from Augmented Label-Uncertain Queries in Bongard-HOI AAAI 2024 Few-shot Link Prediction on Hyper-relational Facts COLING 2024 Few-Shot Multimodal Named Entity Recognition Based on Mutlimodal Causal Intervention Graph COLING 2024 Few-shot Named Entity Recognition via Superposition Concept Discrimination COLING 2024 Few-Shot Neural Radiance Fields under Unconstrained Illumination AAAI 2024