Create a publication-quality figure script at <target_path>.
Use the Scientific Figure Making skill conventions from:
- scientific-figure-making/SKILL.md
- scientific-figure-making/references/design-theory.md
- scientific-figure-making/references/api.md (palette, helpers, export)

Implement or adapt the patterns (apply_publication_style, make_* helpers, finalize_figure). See figure_* folders for reference scripts.
Input data: <describe your data or paste arrays>.
Output files: <name>.png and <name>.pdf.
Keep the style consistent with this repository.

@article{givechian2026immunostruct,
  title={ImmunoStruct enables multimodal deep learning for immunogenicity prediction},
  author={Givechian, Kevin Bijan and Rocha, Jo{\~a}o Felipe and Liu, Chen and Yang, Edward and Tyagi, Sidharth and Greene, Kerrie and Ying, Rex and Caron, Etienne and Iwasaki, Akiko and Krishnaswamy, Smita},
  journal={Nature Machine Intelligence},
  volume={8},
  pages={70--83},
  year={2026},
  publisher={Nature Publishing Group UK London}
}

@inproceedings{liu2026dispersion,
  title={Dispersion loss counteracts embedding condensation and improves generalization in small language models},
  author={Liu, Chen and Sun, Xingzhi and Xiao, Xi and Van Tassel, Alexandre and Xu, Ke and Reimann, Kristof and Liao, Danqi and Gerstein, Mark and Wang, Tianyang and Wang, Xiao and Krishnaswamy, Smita},
  booktitle={International Conference on Machine Learning},
  year={2026},
  organization={PMLR}
}

@inproceedings{xiao2026vigil,
  title={Staying VIGILant: Mitigating Visual Laziness via Counterfactual Visual Alignment in MLLMs},
  author={Xiao, Xi and Liu, Chen and Liao, Chih-Ting and Zhang, Yunbei and Lan, Qizhen and Wei, Yuxiang and Zhao, Lin and Wang, Janet and Gu, Jianyang and Ye, Muchao and Wang, Tianyang and Xu, Hao},
  booktitle={European Conference on Computer Vision},
  year={2026},
  organization={Springer}
}

@article{liao2025rnagenscape,
  title={RNAGenScape: Property-Guided, Optimized Generation of mRNA Sequences with Manifold Langevin Dynamics},
  author={Liao, Danqi and Liu, Chen and Sun, Xingzhi and Tang, Di{\'e} and Wang, Haochen and Youlten, Scott and Gopinath, Srikar Krishna and Lee, Haejeong and Strayer, Ethan C and Giraldez, Antonio J and Krishnaswamy, Smita},
  journal={arXiv preprint arXiv:2510.24736},
  year={2025}
}

@inproceedings{han2025creativity,
  title={Creativity or brute force? using brainteasers as a window into the problem-solving abilities of large language models},
  author={Han, Sophia and Dai, Howard and Xia, Stephen and Zhang, Grant and Liu, Chen and Chen, Lichang and Nguyen, Hoang H and Mei, Hongyuan and Mao, Jiayuan and McCoy, R Thomas},
  journal={Advances in Neural Information Processing Systems},
  volume={38},
  pages={146950--147004},
  year={2025}
}