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@inproceedings{
poole2023dreamfusion,
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year={2023}
}

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@article{hu2022lora,
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@misc{von-platen-etal-2022-diffusers,
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@inproceedings{wangHarmonyCutSupportingCreative2025,
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@article{schuhmann2022laion,
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}

@inproceedings{wang2025harmonycut,
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}

@misc{googledeepmind2025gemini,
  author = {{Google DeepMind}},
  title  = {{Gemini}},
  year   = {2025},
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}

@article{mildenhallNeRFRepresentingScenes2021,
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@inproceedings{bergmannLearningTextureManifolds2017a,
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@article{xia2015design,
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@inproceedings{chung2023diffusion,
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}

@inproceedings{domingo2025adjoint,
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  year={2025}
}

@article{ye2024tfg,
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@article{vatani2025tripoptimizer,
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@article{wu2026dao,
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@inproceedings{
li2026unipath,
title={One Path to Model Them All: Learnable-Time Flow Matching for Crystal Structure and Energy Prediction},
author={Songyou Li and Mingze Li and Qianpu Liu and Jiacheng Cen and Liming Wu and Tingyang Xu and Yu Rong and Deli Zhao and Wenbing Huang},
booktitle={32nd SIGKDD Conference on Knowledge Discovery and Data Mining - AI for Sciences Track},
year={2026},
}

@inproceedings{
wu2026dmflow,
title={DMFlow: Disordered Materials Generation by Flow Matching},
author={Liming Wu and Rui Jiao and Qi Li and Mingze Li and Songyou Li and Shifeng Jin and Wenbing Huang},
booktitle={32nd SIGKDD Conference on Knowledge Discovery and Data Mining - AI for Sciences Track},
year={2026}
}

@article{chen2026optimization,
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  author={Chen, Huaguan and Lin, Ning and Chen, Luxi and Zhang, Rui and Huang, Wenbing and Li, Chongxuan and Sun, Hao},
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}

@inproceedings{zhang2023adding,
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  booktitle={Proceedings of the IEEE/CVF international conference on computer vision},
  pages={3836--3847},
  year={2023}
}

@article{lu2025dpm,
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  author={Lu, Cheng and Zhou, Yuhao and Bao, Fan and Chen, Jianfei and Li, Chongxuan and Zhu, Jun},
  journal={Machine Intelligence Research},
  volume={22},
  number={4},
  pages={730--751},
  year={2025},
  publisher={Springer}
}

@article{mildenhall2021nerf,
  title={Nerf: Representing scenes as neural radiance fields for view synthesis},
  author={Mildenhall, Ben and Srinivasan, Pratul P and Tancik, Matthew and Barron, Jonathan T and Ramamoorthi, Ravi and Ng, Ren},
  journal={Communications of the ACM},
  volume={65},
  number={1},
  pages={99--106},
  year={2021},
  publisher={ACM New York, NY, USA}
}

@misc{openai2024sora,
  author = {{OpenAI}},
  title  = {{Video Generation Models as World Simulators}},
  year   = {2024},
  month  = feb,
  url    = {https://openai.com/index/video-generation-models-as-world-simulators/}
}

@misc{openai2025gpt52,
  author = {{OpenAI}},
  title  = {{Introducing GPT-5.2}},
  year   = {2025},
  url    = {https://openai.com/index/introducing-gpt-5-2/}
}

@article{guan2025taming,
  title={Taming Text-to-Sounding Video Generation via Advanced Modality Condition and Interaction},
  author={Guan, Kaisi and Wang, Xihua and Lai, Zhengfeng and Cheng, Xin and Zhang, Peng and Liu, XiaoJiang and Song, Ruihua and Cao, Meng},
  journal={arXiv preprint arXiv:2510.03117},
  year={2025}
}

@article{chen2025microdreamer,
  title={MicroDreamer: Efficient 3D Generation in ~20 Seconds by Score-based Iterative Reconstruction},
  author={Chen, Luxi and Wang, Zhengyi and Zhou, Zihan and Gao, Tingting and Su, Hang and Zhu, Jun and Li, Chongxuan},
  journal={IEEE Transactions on Pattern Analysis and Machine Intelligence},
  year={2025},
  publisher={IEEE}
}

@article{jiao2023crystal,
     title={Crystal structure prediction by joint equivariant diffusion},
     author={Jiao, Rui and Huang, Wenbing and Lin, Peijia and Han, Jiaqi and Chen, Pin and Lu, Yutong and Liu, Yang},
     journal={Advances in Neural Information Processing Systems},
     volume={36},
     pages={17464--17497},
     year={2023}
   }

@book{bendsoe2013topology,
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@article{andreassen2011efficient,
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@article{martinez2015structure,
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@article{chen2023vlp,
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  year={2023},
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@inproceedings{radford2021learning,
  title={Learning transferable visual models from natural language supervision},
  author={Radford, Alec and Kim, Jong Wook and Hallacy, Chris and Ramesh, Aditya and Goh, Gabriel and Agarwal, Sandhini and Sastry, Girish and Askell, Amanda and Mishkin, Pamela and Clark, Jack and others},
  booktitle={International conference on machine learning},
  pages={8748--8763},
  year={2021},
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}

@article{levy2025symmcd,
  title={SymmCD: symmetry-preserving crystal generation with diffusion models},
  author={Levy, Daniel and Panigrahi, Siba Smarak and Kaba, S{\'e}kou-Oumar and Zhu, Qiang and Lee, Kin Long Kelvin and Galkin, Mikhail and Miret, Santiago and Ravanbakhsh, Siamak},
  journal={arXiv preprint arXiv:2502.03638},
  year={2025}
}

@inproceedings{jiaospace,
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  author={Jiao, Rui and Huang, Wenbing and Liu, Yu and Zhao, Deli and Liu, Yang},
  booktitle={The Twelfth International Conference on Learning Representations},
  year={2024}
}

@article{mao2020designing,
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@inproceedings{lipmanflow,
  title={Flow Matching for Generative Modeling},
  author={Lipman, Yaron and Chen, Ricky TQ and Ben-Hamu, Heli and Nickel, Maximilian and Le, Matthew},
  booktitle={The Eleventh International Conference on Learning Representations},
  year={2023}
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