@misc{kumar2026highmagnetizationsamplinglowtemperatures,
  title={High-Magnetization Sampling at Low Temperatures: Ising Models and Bayesian Sparse Linear Regression},
  author={Syamantak Kumar and Purnamrita Sarkar and Kevin Tian and Yusong Zhu},
  year={2026},
  eprint={2609.08873},
  archivePrefix={arXiv},
  primaryClass={cs.DS},
  url={https://arxiv.org/abs/2609.08873}
}

@misc{modi2026revisitingprovableauditableprivacygap,
  title={Revisiting the Provable-Auditable Privacy Gap of {DP-SGD}},
  author={Saloni Modi and Srivi Balaji and Yusong Zhu and Gautam Kamath and Kevin Tian},
  year={2026},
  eprint={2608.28934},
  archivePrefix={arXiv},
  primaryClass={cs.LG},
  url={https://arxiv.org/abs/2608.28934}
}

@misc{price2026totalvariationdistanceestimation,
  title={Total Variation Distance Estimation in Autoregressive Models},
  author={Eric Price and Kevin Tian and Zhiyang Xun and Yusong Zhu},
  year={2026},
  eprint={2607.19510},
  archivePrefix={arXiv},
  primaryClass={cs.LG},
  url={https://arxiv.org/abs/2607.19510}
}

@misc{gu2026tractabilitylandscapesamplinginexact,
  title={The Tractability Landscape of Sampling with Inexact Scores},
  author={Anming Gu and Kevin Tian and Hubert Yang and Yusong Zhu},
  year={2026},
  eprint={2607.19004},
  archivePrefix={arXiv},
  primaryClass={stat.ML},
  url={https://arxiv.org/abs/2607.19004}
}

@InProceedings{pmlr-v336-chen26b,
  title={Separating Oblivious and Adaptive Models of Variable Selection (Extended Abstract)},
  author={Chen, Ziyun and Li, Jerry and Tian, Kevin and Zhu, Yusong},
  booktitle={Proceedings of Thirty Ninth Conference on Learning Theory},
  pages={1113--1114},
  year={2026},
  editor={Hanneke, Steve and Lattimore, Tor},
  volume={336},
  series={Proceedings of Machine Learning Research},
  month={29 Jun--03 Jul},
  publisher={PMLR},
  pdf={https://raw.githubusercontent.com/mlresearch/v336/main/assets/chen26b/chen26b.pdf},
  url={https://proceedings.mlr.press/v336/chen26b.html}
}

@InProceedings{pmlr-v291-kumar25a,
  title={Spike-and-Slab Posterior Sampling in High Dimensions},
  author={Kumar, Syamantak and Sarkar, Purnamrita and Tian, Kevin and Zhu, Yusong},
  booktitle={Proceedings of Thirty Eighth Conference on Learning Theory},
  pages={3407--3462},
  year={2025},
  editor={Haghtalab, Nika and Moitra, Ankur},
  volume={291},
  series={Proceedings of Machine Learning Research},
  month={30 Jun--04 Jul},
  publisher={PMLR},
  pdf={https://raw.githubusercontent.com/mlresearch/v291/main/assets/kumar25a/kumar25a.pdf},
  url={https://proceedings.mlr.press/v291/kumar25a.html}
}

@inproceedings{NEURIPS2023_2b00b333,
  author={Cheng, Xiang and Wang, Bohan and Zhang, Jingzhao and Zhu, Yusong},
  booktitle={Advances in Neural Information Processing Systems},
  doi={10.52202/075280-0587},
  editor={A. Oh and T. Naumann and A. Globerson and K. Saenko and M. Hardt and S. Levine},
  pages={13374--13394},
  publisher={Curran Associates, Inc.},
  title={Fast Conditional Mixing of MCMC Algorithms for Non-log-concave Distributions},
  url={https://proceedings.neurips.cc/paper_files/paper/2023/file/2b00b3331bd0f5fbfdd966ac06338f6d-Paper-Conference.pdf},
  volume={36},
  year={2023}
}