Yifan Sun

17 papers A* 3Journal 13Unranked 1
YearRankTypeTitle / Venue / Authors
2025 J jnl
Data Acquisition: A New Frontier in Data-centric AI.
J. Data-centric Mach. Learn. Res.
Lingjiao Chen, Bilge Acun, Newsha Ardalani, Yifan Sun, Feiyang Kang, Hanrui Lyu, Yongchan Kwon, Ruoxi Jia, Carole-Jean Wu, Matei Zaharia, James Zou
2025 J jnl
Improving Data Efficiency for LLM Reinforcement Fine-tuning Through Difficulty-targeted Online Data Selection and Rollout Replay.
CoRR
Yifan Sun, Jingyan Shen, Yibin Wang, Tianyu Chen, Zhendong Wang, Mingyuan Zhou, Huan Zhang
2025 J jnl
Learning a Zeroth-Order Optimizer for Fine-Tuning LLMs.
CoRR
Kairun Zhang, Haoyu Li, Yanjun Zhao, Yifan Sun, Huan Zhang
2025 A* conf
The Emperor's New Clothes in Benchmarking? A Rigorous Examination of Mitigation Strategies for LLM Benchmark Data Contamination.
ICML
Yifan Sun, Han Wang, Dongbai Li, Gang Wang, Huan Zhang
2025 J jnl
The Emperor's New Clothes in Benchmarking? A Rigorous Examination of Mitigation Strategies for LLM Benchmark Data Contamination.
CoRR
Yifan Sun, Han Wang, Dongbai Li, Gang Wang, Huan Zhang
2025 J jnl
When Reasoning Meets Its Laws.
CoRR
Junyu Zhang, Yifan Sun, Tianang Leng, Jingyan Shen, Liu Ziyin, Paul Pu Liang, Huan Zhang
2024 A* conf
2D-OOB: Attributing Data Contribution Through Joint Valuation Framework.
NeurIPS
Yifan Sun, Jingyan Shen, Yongchan Kwon
2024 J jnl
2D-OOB: Attributing Data Contribution through Joint Valuation Framework.
CoRR
Yifan Sun, Jingyan Shen, Yongchan Kwon
2024 J jnl
AutoScale: Automatic Prediction of Compute-optimal Data Composition for Training LLMs.
CoRR
Feiyang Kang, Yifan Sun, Bingbing Wen, Si Chen, Dawn Song, Rafid Mahmood, Ruoxi Jia
2024 A* conf
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs.
ICLR
Feiyang Kang, Hoang Anh Just, Yifan Sun, Himanshu Jahagirdar, Yuanzhi Zhang, Rongxing Du, Anit Kumar Sahu, Ruoxi Jia
2024 J jnl
Get more for less: Principled Data Selection for Warming Up Fine-Tuning in LLMs.
CoRR
Feiyang Kang, Hoang Anh Just, Yifan Sun, Himanshu Jahagirdar, Yuanzhi Zhang, Rongxing Du, Anit Kumar Sahu, Ruoxi Jia
2024 J jnl
MMA-RNN: A multi-level multi-task attention-based recurrent neural network for discrimination and localization of atrial fibrillation.
Biomed. Signal Process. Control.
Yifan Sun, Jingyan Shen, Yunfan Jiang, Zhaohui Huang, Minsheng Hao, Xuegong Zhang
2024 J jnl
SVIP: Towards Verifiable Inference of Open-source Large Language Models.
CoRR
Yifan Sun, Yuhang Li, Yue Zhang, Yuchen Jin, Huan Zhang
2023 J jnl
Data Acquisition: A New Frontier in Data-centric AI.
CoRR
Lingjiao Chen, Bilge Acun, Newsha Ardalani, Yifan Sun, Feiyang Kang, Hanrui Lyu, Yongchan Kwon, Ruoxi Jia, Carole-Jean Wu, Matei Zaharia, James Zou
2023 — conf
Detecting Eye Disease Using Vision Transformers Informed by Ophthalmology Resident Gaze Data.
EMBC
Shubham Kaushal, Yifan Sun, Ryan Zukerman, Royce W. S. Chen, Kaveri A. Thakoor
2023 J jnl
MMA-RNN: A Multi-level Multi-task Attention-based Recurrent Neural Network for Discrimination and Localization of Atrial Fibrillation.
CoRR
Yifan Sun, Jingyan Shen, Yunfan Jiang, Zhaohui Huang, Minsheng Hao, Xuegong Zhang
2022 J jnl
SRCN3D: Sparse R-CNN 3D Surround-View Camera Object Detection and Tracking for Autonomous Driving.
CoRR
Yining Shi, Jingyan Shen, Yifan Sun, Yunlong Wang, Jiaxin Li, Shiqi Sun, Kun Jiang, Diange Yang