% Key papers for Fine-grained and cross-domain few-shot baselines (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{neurips2018_metagan_57374,
  title = {{MetaGAN: An Adversarial Approach to Few-Shot Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11246},
}

@inproceedings{cvpr2021_few_17022,
  title = {{Few-Shot Segmentation Without Meta-Learning: A Good Transductive Inference Is All You Need?}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
}

@inproceedings{cvpr2019_coloring_13946,
  title = {{Coloring With Limited Data: Few-Shot Colorization via Memory Augmented Networks}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2019},
}

@inproceedings{neurips2018_learning_57281,
  title = {{Learning Deep Disentangled Embeddings With the F-Statistic Loss}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2018},
  url = {https://nips.cc/virtual/2018/poster/11045},
}

@inproceedings{aaai2019_image_101521,
  title = {{Image Block Augmentation for One-Shot Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4212},
}

@inproceedings{cvpr2023_revisiting_22057,
  title = {{Revisiting Prototypical Network for Cross Domain Few-Shot Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/22366},
}

@inproceedings{cvpr2017_multi_12465,
  title = {{Multi-Attention Network for One Shot Learning}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2017},
}

@inproceedings{cvpr2022_task_19986,
  title = {{Task Discrepancy Maximization for Fine-Grained Few-Shot Classification}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2022},
}

@inproceedings{aaai2020_diversity_103592,
  title = {{Diversity Transfer Network for Few-Shot Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6628},
}

@inproceedings{aaai2023_bi_3184,
  title = {{Bi-directional Feature Reconstruction Network for Fine-Grained Few-Shot Image Classification}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2023},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/25383},
}

@inproceedings{cvpr2019_variational_14998,
  title = {{Variational Prototyping-Encoder: One-Shot Learning With Prototypical Images}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2019},
}

@inproceedings{cvpr2020_multi_15910,
  title = {{Multi-Domain Learning for Accurate and Few-Shot Color Constancy}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2020},
}

@inproceedings{aaai2019_a_103541,
  title = {{A Dual Attention Network with Semantic Embedding for Few-Shot Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2019},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/4940},
}

@inproceedings{neurips2020_crosstransformers_59623,
  title = {{CrossTransformers: spatially-aware few-shot transfer}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2020},
  url = {https://nips.cc/virtual/2020/poster/18561},
}

@inproceedings{aaai2024_cross_5528,
  title = {{Cross-Layer and Cross-Sample Feature Optimization Network for Few-Shot Fine-Grained Image Classification}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28208},
}

@inproceedings{cvpr2021_fine_17024,
  title = {{Fine-Grained Angular Contrastive Learning With Coarse Labels}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2021},
}

@inproceedings{aaai2020_one_102268,
  title = {{One-Shot Image Classification by Learning to Restore Prototypes}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2020},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/6130},
}

@inproceedings{cvpr2016_one_11740,
  title = {{One-Shot Learning of Scene Locations via Feature Trajectory Transfer}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2016},
}

@inproceedings{cvpr2018_clear_12881,
  title = {{CLEAR: Cumulative LEARning for One-Shot One-Class Image Recognition}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2018},
  url = {https://openaccess.thecvf.com/content_cvpr_2018/html/Kozerawski_CLEAR_Cumulative_LEARning_CVPR_2018_paper.html},
}

@inproceedings{aaai2021_less_1653,
  title = {{‘Less Than One’-Shot Learning: Learning N Classes From M < N Samples}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2021},
  url = {https://aaai.org/papers/09739-less-than-one-shot-learning-learning-n-classes-from-m-n-samples/},
}

@inproceedings{cvpr2024_apseg_22688,
  title = {{APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31355},
}

@inproceedings{cvpr2024_adapt_22718,
  title = {{Adapt Before Comparison: A New Perspective on Cross-Domain Few-Shot Segmentation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31137},
}

@inproceedings{cvpr2024_cross_23061,
  title = {{Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30153},
}

@inproceedings{cvpr2024_frozen_23528,
  title = {{Frozen Feature Augmentation for Few-Shot Image Classification}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30333},
}

@inproceedings{aaai2024_label_6416,
  title = {{Label-Efficient Few-Shot Semantic Segmentation with Unsupervised Meta-Training}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28094},
}

@inproceedings{aaai2025_mvrec_9886,
  title = {{MVREC: A General Few-shot Defect Classification Model Using Multi-View Region-Context}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32634},
}

@inproceedings{aaai2025_few_9188,
  title = {{Few-Shot Fine-Grained Image Classification with Progressively Feature Refinement and Continuous Relationship Modeling}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32645},
}

@inproceedings{cvpr2024_bayesian_22824,
  title = {{Bayesian Exploration of Pre-trained Models for Low-shot Image Classification}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/30855},
}

@inproceedings{aaai2025_enhancing_8963,
  title = {{Enhancing Generalized Few-Shot Semantic Segmentation via Effective Knowledge Transfer}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/32225},
}

@inproceedings{aaai2025_manhattan_9904,
  title = {{Manhattan Self-Attention Diffusion Residual Networks with Dynamic Bias Rectification for BCI-based Few-Shot Learning}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33580},
}

@inproceedings{neurips2024_be_73696,
  title = {{Be Confident in What You Know: Bayesian Parameter Efficient Fine-Tuning of Vision Foundation Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/93801},
}

@inproceedings{icml2025_self_48669,
  title = {{Self-cross Feature based Spiking Neural Networks for Efficient Few-shot Learning}},
  booktitle = {International Conference on Machine Learning (ICML)},
  year = {2025},
  url = {https://icml.cc/virtual/2025/poster/43953},
}

@inproceedings{neurips2024_mind_71557,
  title = {{Mind the Gap Between Prototypes and Images in Cross-domain Finetuning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95710},
}

@inproceedings{aaai2026_f2sst_106816,
  title = {{F2SST: Frequency-to-Spatial Semantic Transfer for Few-Shot Image Classification}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2026},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/39123},
}

@inproceedings{neurips2024_fast_70911,
  title = {{FAST: A Dual-tier Few-Shot Learning Paradigm for Whole Slide Image Classification}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/96289},
}

@inproceedings{neurips2026_intervention_91214,
  title = {{Intervention-Guided Image-Free Classifier Expansion for Fine-Grained Recognition}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/148473},
}

@inproceedings{neurips2026_ddge_95315,
  title = {{DDGE: Disentangled Dirichlet Geodesic Evaluation for Robust Few-Shot Learning}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2026},
  url = {https://neurips.cc/virtual/2026/poster/151036},
}

@inproceedings{cvpr2026_hyperbolic_97172,
  title = {{Hyperbolic Defect Feature Synthesis for Few-Shot Defect Classification}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2026},
  url = {https://openaccess.thecvf.com/content/CVPR2026/html/Li_Hyperbolic_Defect_Feature_Synthesis_for_Few-Shot_Defect_Classification_CVPR_2026_paper.html},
}

@inproceedings{cvpr2026_graph_97811,
  title = {{Graph Attention Prototypical Network for Robust Few-Shot Classification}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2026},
  url = {https://openaccess.thecvf.com/content/CVPR2026/html/Liu_Graph_Attention_Prototypical_Network_for_Robust_Few-Shot_Classification_CVPR_2026_paper.html},
}