% Key papers for Multi-concept composition (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages.

@inproceedings{cvpr2023_multi_21606,
  title = {{Multi-Concept Customization of Text-to-Image Diffusion}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2023},
  url = {https://cvpr.thecvf.com/virtual/2023/poster/23170},
}

@inproceedings{neurips2023_mix_67923,
  title = {{Mix-of-Show: Decentralized Low-Rank Adaptation for Multi-Concept Customization of Diffusion Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71844},
}

@inproceedings{cvpr2024_orthogonal_24387,
  title = {{Orthogonal Adaptation for Modular Customization of Diffusion Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29704},
}

@inproceedings{aaai2024_generating_6123,
  title = {{Generating Images of Rare Concepts Using Pre-trained Diffusion Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28270},
}

@inproceedings{cvpr2024_dreammatcher_23267,
  title = {{DreamMatcher: Appearance Matching Self-Attention for Semantically-Consistent Text-to-Image Personalization}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31183},
}

@inproceedings{cvpr2024_attention_22790,
  title = {{Attention Calibration for Disentangled Text-to-Image Personalization}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/31576},
}

@inproceedings{cvpr2024_freecustom_23506,
  title = {{FreeCustom: Tuning-Free Customized Image Generation for Multi-Concept Composition}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29942},
}

@inproceedings{neurips2024_comat_71943,
  title = {{CoMat: Aligning Text-to-Image Diffusion Model with Image-to-Text Concept Matching}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2024},
  url = {https://neurips.cc/virtual/2024/poster/95365},
}

@inproceedings{aaai2024_decoupled_5628,
  title = {{Decoupled Textual Embeddings for Customized Image Generation}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/27850},
}

@inproceedings{neurips2023_inserting_67947,
  title = {{Inserting Anybody in Diffusion Models via Celeb Basis}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71823},
}

@inproceedings{aaai2024_compositional_5449,
  title = {{Compositional Inversion for Stable Diffusion Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28565},
}

@inproceedings{aaai2024_magicapture_6594,
  title = {{MagiCapture: High-Resolution Multi-Concept Portrait Customization}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28020},
}

@inproceedings{aaai2024_text_7532,
  title = {{Text-to-Image Generation for Abstract Concepts}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/28122},
}

@inproceedings{aaai2025_multibooth_10059,
  title = {{MultiBooth: Towards Generating All Your Concepts in an Image from Text}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33187},
}

@inproceedings{cvpr2024_concept_23011,
  title = {{Concept Weaver: Enabling Multi-Concept Fusion in Text-to-Image Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29678},
}

@inproceedings{aaai2024_conceptbed_5462,
  title = {{ConceptBed: Evaluating Concept Learning Abilities of Text-to-Image Diffusion Models}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/29371},
}

@inproceedings{cvpr2025_loraclr_26807,
  title = {{LoRACLR: Contrastive Adaptation for Customization of Diffusion Models}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/34509},
}

@inproceedings{cvpr2025_mc_26847,
  title = {{MC^2: Multi-concept Guidance for Customized  Multi-concept Generation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33056},
}

@inproceedings{cvpr2024_personalized_24455,
  title = {{Personalized Residuals for Concept-Driven Text-to-Image Generation}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2024},
  url = {https://cvpr.thecvf.com/virtual/2024/poster/29531},
}

@inproceedings{neurips2023_concept_68173,
  title = {{Concept Algebra for (Score-Based) Text-Controlled Generative Models}},
  booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
  year = {2023},
  url = {https://nips.cc/virtual/2023/poster/71617},
}

@inproceedings{cvpr2025_latexblend_26710,
  title = {{LaTexBlend: Scaling Multi-concept Customized Generation with Latent Textual Blending}},
  booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)},
  year = {2025},
  url = {https://cvpr.thecvf.com/virtual/2025/poster/33253},
}

@inproceedings{iclr2024_the_34725,
  title = {{The Hidden Language of Diffusion Models}},
  booktitle = {International Conference on Learning Representations (ICLR)},
  year = {2024},
  url = {https://iclr.cc/virtual/2024/poster/18349},
}

@inproceedings{aaai2025_concept_8489,
  title = {{Concept Conductor: Orchestrating Multiple Personalized Concepts in Text-to-Image Synthesis}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2025},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/33021},
}

@inproceedings{aaai2024_finetuning_6024,
  title = {{Finetuning LLMs for Automatic Concept to TTI Prompt Generation (Student Abstract)}},
  booktitle = {AAAI Conference on Artificial Intelligence (AAAI)},
  year = {2024},
  url = {https://ojs.aaai.org/index.php/AAAI/article/view/30505},
}