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Yifan Sun

Affiliations:
  • University of Illinois at Urbana-Champaign, IL, USA
  • Tsinghua University, Department of Management Science and Engineering, Beijing, China (former)
  • Columbia University, Department of Industrial Engineering and Operations Research, NY, USA (former)


According to our database1, Yifan Sun authored at least 12 papers between 2022 and 2025.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book  In proceedings  Article  PhD thesis  Dataset  Other 

Links

Online presence:

On csauthors.net:

Bibliography

2025
When Reasoning Meets Its Laws.
[BibTeX]
[DOI]
Junyu Zhang
,
Yifan Sun
,
Tianang Leng
,
Jingyan Shen
,
Liu Ziyin
,
Paul Pu Liang
,
Huan Zhang
CoRR, December, 2025

Learning a Zeroth-Order Optimizer for Fine-Tuning LLMs.
[BibTeX]
[DOI]
Kairun Zhang
,
Haoyu Li
,
Yanjun Zhao
,
Yifan Sun
,
Huan Zhang
CoRR, October, 2025

Data Acquisition: A New Frontier in Data-centric AI.
[BibTeX]
[DOI]
Lingjiao Chen
,
Bilge Acun
,
Newsha Ardalani
,
Yifan Sun
,
Feiyang Kang
,
Hanrui Lyu
,
Yongchan Kwon
,
Ruoxi Jia
,
Carole-Jean Wu
,
Matei Zaharia
,
James Zou
J. Data-centric Mach. Learn. Res., 2025

Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay.
[BibTeX]
[DOI]
Yifan Sun
,
Jingyan Shen
,
Yibin Wang
,
Tianyu Chen
,
Zhendong Wang
,
Mingyuan Zhou
,
Huan Zhang
Proceedings of the Advances in Neural Information Processing Systems 38: Annual Conference on Neural Information Processing Systems 2025, 2025

The Emperor's New Clothes in Benchmarking? A Rigorous Examination of Mitigation Strategies for LLM Benchmark Data Contamination.
[BibTeX]
[DOI]
Yifan Sun
,
Han Wang
,
Dongbai Li
,
Gang Wang
,
Huan Zhang
Proceedings of the Forty-second International Conference on Machine Learning, 2025

2024
SVIP: Towards Verifiable Inference of Open-source Large Language Models.
[BibTeX]
[DOI]
Yifan Sun
,
Yuhang Li
,
Yue Zhang
,
Yuchen Jin
,
Huan Zhang
CoRR, 2024

AutoScale: Automatic Prediction of Compute-optimal Data Composition for Training LLMs.
[BibTeX]
[DOI]
Feiyang Kang
,
Yifan Sun
,
Bingbing Wen
,
Si Chen
,
Dawn Song
,
Rafid Mahmood
,
Ruoxi Jia
CoRR, 2024

MMA-RNN: A multi-level multi-task attention-based recurrent neural network for discrimination and localization of atrial fibrillation.
[BibTeX]
[DOI]
Yifan Sun
,
Jingyan Shen
,
Yunfan Jiang
,
Zhaohui Huang
,
Minsheng Hao
,
Xuegong Zhang
Biomed. Signal Process. Control., 2024

2D-OOB: Attributing Data Contribution Through Joint Valuation Framework.
[BibTeX]
[DOI]
Yifan Sun
,
Jingyan Shen
,
Yongchan Kwon
Proceedings of the Advances in Neural Information Processing Systems 37: Annual Conference on Neural Information Processing Systems 2024, 2024

Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs.
[BibTeX]
[DOI]
Feiyang Kang
,
Hoang Anh Just
,
Yifan Sun
,
Himanshu Jahagirdar
,
Yuanzhi Zhang
,
Rongxing Du
,
Anit Kumar Sahu
,
Ruoxi Jia
Proceedings of the Twelfth International Conference on Learning Representations, 2024

2023
Detecting Eye Disease Using Vision Transformers Informed by Ophthalmology Resident Gaze Data.
[BibTeX]
[DOI]
Shubham Kaushal
,
Yifan Sun
,
Ryan Zukerman
,
Royce W. S. Chen
,
Kaveri A. Thakoor
Proceedings of the 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society, 2023

2022
SRCN3D: Sparse R-CNN 3D Surround-View Camera Object Detection and Tracking for Autonomous Driving.
[BibTeX]
[DOI]
Yining Shi
,
Jingyan Shen
,
Yifan Sun
,
Yunlong Wang
,
Jiaxin Li
,
Shiqi Sun
,
Kun Jiang
,
Diange Yang
CoRR, 2022


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