AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discovery.

Qinglong Yang

Yu Li 0022 Chenyang Shao Xinyang Liu Ruotong Zhao Peijie Liu 0001 Hongyuan Su Zhibin Chen Qinglong Yang Anjie Xu Yi Fang 0010 Qingbin Zeng Tianxing Li 0007 Jingbo Xu Fengli Xu Yong Li 0008 Tie-Yan Liu AutoSOTA: An End-to-End Automated Research System for State-of-the-Art AI Model Discovery. 2026 April abs/2604.05550 CoRR https://doi.org/10.48550/arXiv.2604.05550 db/journals/corr/corr2604.html#abs-2604-05550 streams/journals/corr

Fengli Xu Qianyue Hao Chenyang Shao Zefang Zong Yu Li 0022 Jingwei Wang 0002 Yunke Zhang Jingyi Wang 0002 Xiaochong Lan Jiahui Gong Tianjian Ouyang Fanjin Meng Yuwei Yan Qinglong Yang Yiwen Song Sijian Ren Xinyuan Hu Jie Feng 0002 Chen Gao 0001 Yong Li 0008 Toward large reasoning models: A survey of reinforced reasoning with large language models. 101370 2025 6 Patterns 10 https://doi.org/10.1016/j.patter.2025.101370 db/journals/patterns/patterns6.html#XuHSZLWZWLGOMYYSRHFGL25 streams/journals/patterns

Fengli Xu Qianyue Hao Zefang Zong Jingwei Wang 0002 Yunke Zhang Jingyi Wang 0002 Xiaochong Lan Jiahui Gong Tianjian Ouyang Fanjin Meng Chenyang Shao Yuwei Yan Qinglong Yang Yiwen Song Sijian Ren Xinyuan Hu Yu Li 0022 Jie Feng 0002 Chen Gao 0001 Yong Li 0008 Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models. 2025 January abs/2501.09686 CoRR https://doi.org/10.48550/arXiv.2501.09686 db/journals/corr/corr2501.html#abs-2501-09686 streams/journals/corr

Qinglong Yang Haoming Li Haotian Zhao Xiaokai Yan Jingtao Ding Fengli Xu Yong Li 0008 FingerTip 20K: A Benchmark for Proactive and Personalized Mobile LLM Agents. 2025 July abs/2507.21071 CoRR https://doi.org/10.48550/arXiv.2507.21071 db/journals/corr/corr2507.html#abs-2507-21071 streams/journals/corr

Yue Liu Jiahui Zou Shangwei Zhao Qinglong Yang Model Averaging Estimation for Varying-Coefficient Single-Index Models. 264-282 2022 35 J. Syst. Sci. Complex. 1 https://doi.org/10.1007/s11424-021-0158-5 db/journals/jossac/jossac35.html#LiuZZY22

Jian Huang 0003 Yuling Jiao Xiliang Lu Yueyong Shi Qinglong Yang Yuanyuan Yang PSNA: A pathwise semismooth Newton algorithm for sparse recovery with optimal local convergence and oracle properties. 108432 2022 194 Signal Process. https://doi.org/10.1016/j.sigpro.2021.108432 db/journals/sigpro/sigpro194.html#HuangJLSYY22

Yueyong Shi Jian Huang 0003 Yuling Jiao Qinglong Yang A Semismooth Newton Algorithm for High-Dimensional Nonconvex Sparse Learning. 2993-3006 2020 31 IEEE Trans. Neural Networks Learn. Syst. 8 https://doi.org/10.1109/TNNLS.2019.2935001 https://www.wikidata.org/entity/Q90177005 db/journals/tnn/tnn31.html#ShiHJY20

Hanwen Huang Qinglong Yang Large scale analysis of generalization error in learning using margin based classification methods. 2020 abs/2007.10112 CoRR https://arxiv.org/abs/2007.10112 db/journals/corr/corr2007.html#abs-2007-10112

Jian Huang 0003 Yuling Jiao Xiliang Lu Yueyong Shi Qinglong Yang SNAP: A semismooth Newton algorithm for pathwise optimization with optimal local convergence rate and oracle properties. 2018 abs/1810.03814 CoRR http://arxiv.org/abs/1810.03814 db/journals/corr/corr1810.html#abs-1810-03814

Qinglong Yang Li-Ying Tan Jing Ma 0003 Shiqi Jiang An Analytic Method of Dimensioning Required Wavelengths for Optical WDM Satellite Networks. 247-249 2011 15 IEEE Commun. Lett. 2 https://doi.org/10.1109/LCOMM.2010.121310.101030 db/journals/icl/icl15.html#YangTMJ11

Liying Tan Qinglong Yang Jing Ma 0003 Shiqi Jiang Wavelength Dimensioning of Optical Transport Networks Over Nongeosychronous Satellite Constellations. 166-174 2010 2 JOCN 4 https://doi.org/10.1364/jocn.2.000166 db/journals/jocnet/jocnet2.html#TanY0J10

Zhibin Chen Jingtao Ding Yi Fang 0010 Jie Feng 0002 Chen Gao 0001 Jiahui Gong Qianyue Hao Xinyuan Hu Hanwen Huang Jian Huang 0003 Shiqi Jiang Yuling Jiao Xiaochong Lan Haoming Li Tianxing Li 0007 Yong Li 0008 Yu Li 0022 Peijie Liu 0001 Tie-Yan Liu Xinyang Liu Yue Liu Xiliang Lu Jing Ma 0003 Fanjin Meng Tianjian Ouyang Sijian Ren Chenyang Shao Yueyong Shi Yiwen Song Hongyuan Su Li-Ying TanLiying Tan Jingwei Wang 0002 Jingyi Wang 0002 Anjie Xu Fengli Xu Jingbo Xu Xiaokai Yan Yuwei Yan Yuanyuan Yang Qingbin Zeng Yunke Zhang Haotian Zhao Ruotong Zhao Shangwei Zhao Zefang Zong Jiahui Zou