Shaobo Wang (王少博)

@article{wang2026opus,
  title = {OPUS: Towards Efficient and Principled Data Selection in Large Language Model Pre-training in Every Iteration},
  author = {Wang, Shaobo and Ouyang, Xuan and Xu, Tianyi and Hu, Yuzheng and Liu, Jialin and Chen, Guo and Zhang, Tianyu and Zheng, Junhao and Yang, Kexin and Ren, Xingzhang and others},
  journal = {arXiv preprint arXiv:2602.05400},
  year = {2026},
}

@misc{wang2025rethinkingllmevaluationevaluate,
  title = {Rethinking LLM Evaluation: Can We Evaluate LLMs with 200x Less Data?},
  author = {Wang, Shaobo and Wang, Cong and Fu, Wenjie and Min, Yue and Feng, Mingquan and Guan, Isabel and Hu, Xuming and He, Conghui and Wang, Cunxiang and Yang, Kexin and Ren, Xingzhang and Huang, Fei and Liu, Dayiheng and Zhang, Linfeng},
  booktitle = {The Fourteenth International Conference on Learning Representations},
  year = {2026},
  url = {https://openreview.net/forum?id=lZlZjSxdio}
}

@article{wang2026grounding,
  title = {Grounding and Enhancing Informativeness and Utility in Dataset Distillation},
  author = {Wang, Shaobo and Yang, Yantai and Chen, Guo and Li, Peiru and Li, Kaixin and Zhou, Yufa and andLinfeng Zhang, Zhaorun Chen},
  journal = {The Fourteenth International Conference on Learning Representations},
  year = {2026},
  url = {https://openreview.net/forum?id=ThsYRbpv2F}
}

@article{wang2025dataset,
  title = {Dataset Distillation with Neural Characteristic Function: A Minmax Perspective},
  author = {Wang, Shaobo and Yang, Yicun and Liu, Zhiyuan and Sun, Chenghao and Hu, Xuming and He, Conghui and Zhang, Linfeng},
  year = {2025},
  journal = {Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition},
  news_zh = {https://mp.weixin.qq.com/s/VtIqPF_a098qAEvrTKbi6A}
}

@article{wang2025datawhisperer,
  title = {Data Whisperer: Efficient Data Selection for Task-Specific LLM Fine-Tuning via Few-Shot In-Context Learning},
  author = {Wang, Shaobo and Jin, Xiangqi and Wang, Ziming and Wang, Jize and Zhang, Jiajun and Li, Kaixin and Wen, Zichen and Li, Zhong and He, Conghui and Hu, Xuming and Zhang, Linfeng},
  year = {2025},
  journal = {Annual Meeting of the Association for Computational Linguistics},
}

@article{wang2024gnothi,
  title = {Gnothi Seauton: Empowering Faithful Self-Interpretability in Black-Box Transformers},
  author = {Wang, Shaobo and Tang, Hongxuan and Wang, Mingyang and Zhang, Hongrui and Liu, Xuyang and Li, Weiya and Hu, Xuming and Zhang, Linfeng},
  year = {2025},
  primaryclass = {cs.LG},
  journal = {International Conference on Learning Representations},
}