在Science，Nature Comm., Phys. Rev. Lett, PNAS, Small, Acta Mater.等学术刊物上发表论文430篇，论文被引用近1万次，附代表性论文：

(1) T. Yang, Y. Zhao, W. Li, C. Yu, J. Luan, Y. Lin, L. Fan, Z. Jiao, W. Liu, X. Liu, J. Kai, J. Huang, C. Liu*. Ultrahigh-strength and ductile superlattice alloys with nanoscale disordered interfaces [J]. Science, 2020, 369(6502): 427-432.

(2) J. Yu , S. Xi , S. Pan, Y. Wang , Q. Peng , R Shi , C. Wang , X. Liu. Machine learning-guided design and development of metallic structural materials[J]. Journal of Materials Informatics, 2021, 1(2): 9.

(3) M. Yang, D. King, I. Postugar, Y. Wen, J. Luan, B. Kuhn, Z Jiao, C Wang*, M. Wenman; X. Liu*, Precipitation behavior in G-phase strengthened ferritic stainless steels, Acta Materialia, 2021, 205, 116542.

(4) Y. Chen, C. Wang, J. Ruan, S. Yang, T. Omori, R. Kainuma, K. Ishida, J. Han, Y. Lu, X. Liu . Development of low-density γ/γ′ Co-Al-Ta-based superalloys with high solvus temperature [J]. Acta Materialia, 2020, 188: 652-664.

(5) Y. Chen, C. Wang, J. Ruan, T. Omori, R. Kainuma, K. Ishida, X. Liu . High-strength Co-Al-V-base superalloys strengthened by γ′-Co3(Al, V) with high solvus temperature [J], Acta Materialia, 2019, 170, 62-74.

(6) J. Ruan, W. Xu, T. Yang, J. Yu, S. Yang, J. Luan, T. Omori, C. Wang, R. Kainuma, K. Ishida, C.T. Liu, X. Liu . Accelerated design of novel W-free high-strength Co-base superalloys with extremely wide γ/γ？ region by machine learning and CALPHAD methods [J]. Acta Materialia, 2020, 186: 425-433.

(7) X. Li, Z. Li, S. Duan, D. Qin, Q. Wang, C. Chen, S. Li, F. Cao*, J. Mao, C. Wang, J. Sui, X. Liu*, Q. Zhang*, Thermodynamic approaches to determine the vacancy concentration in defective Nb1-xCoSb half-Heusler thermoelectric materials, Acta Materialia, 2022, 228, 117736.

(8) X. Jia#, Y. Deng#, X. Bao, H. Yao, S. Li, Z. Li, C. Chen, X. Wang, J. Mao, F. Cao*, J. Sui, J. Wu, C. Wang, Q. Zhang*, X. Liu *, Unsupervised machine learning for discovery of promising half-Heusler thermoelectric materials [J], npj Computational Materials, 2022, 8, 34.

(9) Z. Zhang, H. Yao, X. Jia, X. Wang, X. Li, C, Chen, X. Lin, J. Sui, X. Liu , J. Mao, G. Xie, Q. Zhang, Bandconvergence and phonon engineering to optimize the thermoelectric performance of CaCd2Sb2, Applied Physics Letters, 2022, 120: 041901.

(10) Z. Yao, T. Yang, M. Yang, X. Jia, C. Wang, J. Yu, Z. Li, H. Han, W. Liu, G. Xie, S. Yang, Q. Zhang, C. Wang, S. Wang, X. Liu *, Martensite colony engineering: a novel solution to realize the high ductility in full martensitic 3D-printed Ti alloys, Materials & Design, 2022, 215: 110445.

(11) X. Li, P. Yang, Y. Wang, Z. Zhang, D. Qin, W. Xue, C. Chen, Y. Huang, X. Xie, X. Wang, M. Yang, C. Wang, F. Cao, J. Sui, X. Liu*, Q. Zhang*, Phase Boundary Mapping in ZrNiSn Half-Heusler for Enhanced Thermoelectric Performance, Research, 2020, 4, 9.

(12) X. Jia, S. Li, Z. Zhang, Y. Deng, X. Li, Y. Cao, Y. Yan, J. Mao, J. Yang, Q. Zhang*, X. Liu*，Using Materials Quality Factor BΔΕ* for Design of Thermoelectric Materials with Mutiple Bands, Mater. Taday. Phys., 2021, 8，100371.

(13) X. Li#, Z. Li#, C. Chen, Z. Ren, C. Wang, X. Liu*, Q. Zhang*, S. Chen*，CALPHAD as a Powerful Technique for Design and Fabrication of Thermoelectric Materials, J. Mater. Chem. A, 2021, 9, 6634-6649.

(14) S. Hou, Y. Liu, L. Yin, C. Chen, Z. Wu, J. Wang, L. Luo, W. Xue, X. Liu*, Q. Zhang*, F. Cao*，High Performance Wearable Thermoelectric Generators Using Ag2Se Films with Large Carrier Mobility, Nano Energy, 2021, 87, 106223.

(15) H. Yao, C. Chen, W. Xue, F. Bai, F. Cao, X. Liu, Y. Wang, D. J. Singh*, X. Lin*, Q. Zhang*, Vacancy ordering induced topological electronic transition in bulk Eu2ZnSb2, Sci. Adv., 2021, 7，6，eabd6162.

(16) L. Yin, C. Chen, F. Zhang, X. Li, F. Bai, Z. Zhang, X. Wang, J. Mao, F. Cao, X. Chen, J. Sui, X. Liu, and Q. Zhang*, Reliable n-type Mg3.2Sb1.5Bi0.49Te0.01/304 Stainless Steel Junction for Thermoelectric Applications, Acta Mater. 2020, 198, 25-34.

(17) Z. Zhang, Y. Yan, X. Li, X. Wang, J. Li, C. Chen, F. Cao, J. Sui, X. Lin, X. Liu, G. Xie,* Q. Zhang*, A Dual Role by Incorporation of Magnesium in YbZn2Sb2 Zintl Phase for Enhanced Thermoelectric Performance, Adv. Energy Mater., 2020, 2001229.

(18) C. Chen, W. Xue, S. Li, Z. Zhang, X. Li, X. Wang, Y. Liu, J. Sui, X. Liu, F. Cao, Z. Ren, C. Chu, Y. Wang, Q. Zhang*, Zintl-Phase Eu2ZnSb2: A Promising Thermoelectric Material with Ultralow Thermal Conductivity, Proc. Natl. Acad. Sci. USA. 2019, 116, 2831-2836.

(19) H. Wei, C. Qiu, C. Wang*, K. Lin, S. Yang*, J. Han, Y. Lu, X. J. Liu*, Development of phase change materials using hydrolyzed Al-Bi composite powder for solar energy storage. Chem. Eng. J., 421(2021), 127836.

(20) Z. Wei, J. Yu, Y. Lu*, J. Han, C. Wang*, X. Liu*, Prediction of diffusion coefficients in fcc, bcc and hcp phases remained stable or metastable by the machine-learning methods. Mater. & Design, 198(2021), 109287.

(21) Y. Lu*, B. Derby, H. Sriram, K. Kadirvel, C. Wang, X. Liu, A. Misra*, Y. Wang*, Microstructure development and morphological transition during deposition of immiscible alloy films, Acta Materialia, 220(2021), 117313.

(22) S. Pan, Y. Wang, J. Yu, M. Yang, Y. Zhang, H. Wei, Y. Chen, J. Wu, J. Han*, C. Wang*, X. Liu*, Accelerated discovery of high-performance Cu-Ni-Co-Si alloys through machine learning, Mater. & Design, 209(2021), 109929

(23) J. Yu, C. Wang, Y. Chen, C. Wang*, X. Liu*, Accelerated design of L12-strengthened Co-base superalloys based on machine learning of experimental data, Mater. & Design, 195(2020), 108996

(24) W. Xu*, S. Shang, C. Wang, T. Gang, Y. Huang, L. Chen, X. Liu*, Z. Liu, Accelerating exploitation of Co-Al-based superalloys from theoretical study, Mater. & Design, 142 (2018), 139-148.

(25) J. Han*, C. Wang, J. Wang, X.J Liu*, Y. Wang, Z. Liu, Compositional design of Fe-based multi-component bulk metallic glass based on CALPHAD method, Mater. & Design, 126 (2017), 47-56.