Is AI Robust Enough for Scientific Research?

Authors: Zhang, Jun-Jie, Song, Jiahao, Wang, Xiu-Cheng, Li, Fu-Peng, Liu, Zehan, Chen, Jian-Nan, Dang, Haoning, Wang, Shiyao, Zhang, Yiyan, Xu, Jianhui, Shi, Chunxiang, Wang, Fei, Pang, Long-Gang, Cheng, Nan, Zhang, Weiwei, Zhang, Duo, Meng, Deyu

Subject Terms: Computer Science - Machine Learning, Physics - Computational Physics

Access URL: http://arxiv.org/abs/2412.16234

Symmetry Breaking in Neural Network Optimization: Insights from Input Dimension Expansion

Authors: Zhang, Jun-Jie, Cheng, Nan, Li, Fu-Peng, Wang, Xiu-Cheng, Chen, Jian-Nan, Pang, Long-Gang, Meng, Deyu

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Mathematical Physics

Access URL: http://arxiv.org/abs/2409.06402

On the uncertainty principle of neural networks

Authors: Zhang, Jun-Jie ^{1, 6, 7, ∗}, Zhang, Dong-Xiao ^{1, 6}, Chen, Jian-Nan ¹, Pang, Long-Gang ², Meng, Deyu ^{3, 4, 5, ∗∗}

Source: In iScience 18 April 2025 28(4)

On the uncertainty principle of neural networks

Authors: Zhang, Jun-Jie, Zhang, Dong-Xiao, Chen, Jian-Nan, Pang, Long-Gang, Meng, Deyu

Subject Terms: Computer Science - Machine Learning, Physics - Computational Physics, Quantum Physics

Access URL: http://arxiv.org/abs/2205.01493

Exploring the uncertainty principle in neural networks through binary classification.

Authors: Zhang, Jun-Jie¹ (AUTHOR), Chen, Jian-Nan¹ (AUTHOR), Meng, De-Yu^2,3 (AUTHOR) dymeng@mail.xjtu.edu.cn, Wang, Xiu-Cheng⁴ (AUTHOR)

Source: Scientific Reports. 11/18/2024, Vol. 14 Issue 1, p1-10. 10p.

Subject Terms: *HEISENBERG uncertainty principle, *QUANTUM mechanics, *DEEP learning, *FEATURE extraction, *CLASSIFICATION

Charge-dependent directed flows in heavy-ion collisions by Boltzmann-Maxwell equations

Authors: Zhang, Jun-Jie, Sheng, Xin-Li, Pu, Shi, Chen, Jian-Nan, Peng, Guo-Liang, Wang, Jian-Guo, Wang, Qun

Source: Phys.Rev.Research 4, 033138 (2022)

Subject Terms: High Energy Physics - Phenomenology, Nuclear Theory

Access URL: http://arxiv.org/abs/2201.06171

JefiGPU: Jefimenko's Equations on GPU

Authors: Zhang, Jun-Jie, Chen, Jian-Nan, Peng, Guo-Liang, Du, Tai-Jiao, Xie, Hai-Yan

Source: Computer Physics Communications Volume 276, July 2022, 108328

Subject Terms: Physics - Computational Physics, Astrophysics - Instrumentation and Methods for Astrophysics, High Energy Physics - Phenomenology, Physics - Geophysics

Access URL: http://arxiv.org/abs/2104.05426

Two typical collective behaviors of the heavy ions expanding in cold plasma with ambient magnetic field

Authors: Peng, Guo-Liang, Zhang, Jun-Jie, Chen, Jian-Nan, Du, Tai-Jiao, Xie, Hai-Yan

Source: Physics of Fluids 33, 076602 (2021)

Subject Terms: Physics - Plasma Physics, Physics - Geophysics

Access URL: http://arxiv.org/abs/2104.03450

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GGC Repeat Expansion of RILPL1 is Associated with Oculopharyngodistal Myopathy

Authors: Zeng, Yi‐Heng, Yang, Kang, Du, Gan‐Qin, Chen, Yi‐Kun, Cao, Chun‐Yan, Qiu, Yu‐Sen, He, Jin, Lv, Hai‐Dong, Qu, Qian‐Qian, Chen, Jian‐Nan, Xu, Guo‐Rong, Chen, Long, Zheng, Fu‐Ze, Zhao, Miao, Lin, Min‐Ting, Chen, Wan‐Jin, Hu, Jing, Wang, Zhi‐Qiang, Wang, Ning

Source: Annals of neurology. 92(3):512-526

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100158028124.0x000001&indx=1&recIds=ETOCvdc_100158028124.0x000001

Impact of geometrical parameters on SGEMP responses in cylinder model

Authors: Chen, Jian-Nan, Zhang, Jun-Jie

Source: In Nuclear Engineering and Technology September 2022 54(9):3415-3421

Hydraulic conductivity of novel geosynthetic clay liner to bauxite liquor from China: Modified fluid loss test evaluation

Authors: Yang, Yu-Ling, You, Xing-Yuan, Chen, Jian-Nan, Fu, Xian-Lei, Du, Yan-Jun

Source: In Journal of Environmental Management 15 August 2022 316

Reliability analysis and improvement for multi-level non-volatile memories with soft information

Authors: Chen, Shih-Liang, Ke, Bo-Ru, Chen, Jian-Nan, Huang, Chih-Tsun

Source: 2011 48th ACM/EDAC/IEEE Design Automation Conference (DAC) Design Automation Conference (DAC), 2011 48th ACM/EDAC/IEEE. :753-758 Jun, 2011

Relation: 2011 48th ACM/EDAC/IEEE Design Automation Conference (DAC)

A 3D root system morphological and mechanical model based on L-Systems and its application to estimate the shear strength of root-soil composites

Authors: Xu, Hua ^*, Wang, Xin-Yu, Liu, Chia-Nan, Chen, Jian-Nan, Zhang, Chu

Source: In Soil & Tillage Research August 2021 212

Therapeutic effect of oxyberberine on obese non-alcoholic fatty liver disease rats

Authors: Li, Qiao-Ping, Dou, Yao-Xing, Huang, Zi-Wei, Chen, Han-Bin, Li, Yu-Cui, Chen, Jian-Nan, Liu, Yu-Hong, Huang, Xiao-Qi, Zeng, Hui-Fang, Yang, Xiao-Bo, Su, Zi-Ren, Xie, Jian-Hui

Source: In Phytomedicine May 2021 85

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Field Test and Numerical Analysis on Geogrid-Reinforced Slope with High Embankment on Top
Case histories in geotechnical engineering (International conference)

Authors: Xu, Hua, Ren, Xin, Chen, Jian-Nan, Xia, Lei, Chen, Zi-Yun

Source: Geotechnical special publication. 306:165-174

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCCN605105814&indx=1&recIds=ETOCCN605105814

Experimental investigation of closed loop spray cooling with micro- and hybrid micro-/nano-engineered surfaces

Authors: Xu, Rui-Na, Cao, Lei, Wang, Gao-Yuan, Chen, Jian-Nan, Jiang, Pei-Xue

Source: In Applied Thermal Engineering 5 November 2020 180

Therapeutic effect of Brucea javanica oil emulsion on experimental Crohn’s disease in rats: Involvement of TLR4/ NF-κB signaling pathway

Authors: Huang, Yan-Feng, Li, Qiao-Ping, Dou, Yao-Xing, Wang, Tong-Tong, Qu, Chang, Liang, Jia-Li, Lin, Zhi-Xiu, Huang, Xiao-Qi, Su, Zi-Ren, Chen, Jian-Nan, Xie, You-Liang

Source: In Biomedicine & Pharmacotherapy June 2019 114

Patchouli Oil Attenuates High Fat Diet-induced Non-alcoholic Hepatic Steatosis

Authors: Xu, Nan, Wu, Xue, Luo, Hui-Juan, Xu, Fang-Fang, Huang, Qiong-Hui, Wu, Jia-Zhen, Gan, Yu-Xuan, Li, Min-Yao, Lai, Zheng-Quan, Lin, Hui-Ran, Chen, Jian-Nan, Su, Zi-Ren, Ai, Wei-Peng, Liu, Yu-Hong

Source: Planta medica. 86(4):255-266

Availability: http://explore.bl.uk/primo_library/libweb/action/display.do?tabs=detailsTab&gathStatTab=true&ct=display&fn=search&doc=ETOCvdc_100187768930.0x000001&indx=1&recIds=ETOCvdc_100187768930.0x000001