Zeqiong Lv @ SCU-CS

lzq.jpg  Zeqiong Lv (吕泽琼)
Ph.D. candidate
College of Computer Science
Sichuan University, Chengdu, China

Supervisor: Prof. Yanan Sun

Email: zq_lv@stu.scu.edu.cn
Office: Basic Building 414, Wangjiang Campus, Sichuan University, No.24 South Section 1, Yihuan Road, Chengdu, China, 610065

Biography

I am currently a Ph.D. candidate in the College of Computer Science at Sichuan University, under the supervision of Prof. Yanan Sun. I received my B.Sc. and M.Sc. degrees from the School of Xihua University in 2018 and 2021, respectively, under the supervision of Prof. Hong Peng. Additionally, from July to September 2023, I visited Prof. Chao Qian's research group at Nanjing University.

Research Interests

I am interested in evolutionary computation, neural networks, and theoretical analysis of evolutionary algorithms.

Publications

Authored Book/Chapter

  1. Zeqiong Lv, Xiaotian Song, Yuqi Feng, Yuwei Ou, Yanan Sun, Mengjie Zhang. “Evolutionary Neural Network Architecture Search”, In Handbook of Evolutionary Machine Learning, pp. 247-281, 2023. Singapore: Springer Nature Singapore. [pdf]

  2. 孙亚楠, 吕泽琼, 冯雨麒, 吕建成, 《自动化机器学习》, 科学出版社, 2025

Journal Article

  1. Xiaotian Song, Zeqiong Lv, Jiaohao Fan, Deng Xiong, Jiancheng Lv, Jiyuan Liu, Yanan Sun. “Evolutionary multi-objective spiking neural architecture search for image classification,” IEEE Transactions on Evolutionary Computation, 2025, DOI:10.1109/TEVC.2025.3528471.

  2. Xiaotian Song, Xiangning Xie, Zeqiong Lv, Weiping Ding, Jiancheng Lv, Yanan Sun. “Efficient Evaluation Methods for Neural Architecture Search: A Survey”, IEEE Transactions on Artificial Intelligence, 2024, DOI:10.1109/TAI.2024.3477457.

  3. Yuqi Feng, Zeqiong Lv, Hongyang Chen, Shangce Gao, Fengping An, Yanan Sun. “LRNAS: Differentiable searching for adversarially robust lightweight neural architecture”, IEEE Transactions on Neural Networks and Learning Systems, 2024, DOI:10.1109/TNNLS.2024.3382724. [pdf] [code]

  4. Zeqiong Lv, Chao Qian, Gary Yen, Yanan Sun. “Analyzing the expected hitting time of evolutionary computation-based neural architecture search algorithms”, IEEE Transactions on Emerging Topics in Computational Intelligence, 2024, DOI:10.1109/TETCI.2024.3377683. [pdf]

  5. Zeqiong Lv, Chao Qian, Yanan Sun. “Benchmarking analysis of evolutionary neural architecture search”, IEEE Transactions on Evolutionary Computation, vol. 28, no. 6, pp. 1659-1673, 2024, DOI:10.1109/TEVC.2023.3324852. [pdf]

  6. Shuchao Deng, Zeqiong Lv, Edgar Galván, Yanan Sun. “Evolutionary neural architecture search for facial expression recognition”, IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 7, no. 5, pp. 1405-1419, 2023, DOI:10.1109/TETCI.2023.3289974. [pdf] [code]

  7. Zeqiong Lv, Tingting Bao, Nan Zhou, Hong Peng, Xiangnian Huang, Agustín Riscos-Núñez, and Mario J. Pérez-Jiménez. “Spiking neural P systems with extended channel rules”, International Journal of Neural Systems, vol. 31, no. 1, 2021, DOI:10.1142/S0129065720500495.

  8. Hong Peng, Zeqiong Lv, Bo Li, Xiaohui Luo, Jun Wang, Xiaoxiao Song, Tao Wang. “Nonlinear spiking neural P systems”, International Journal of Neural Systems, vol. 30, no. 10, 2020, DOI:10.1142/S0129065720500082.

  9. Zeqiong Lv, Jiangheng Kou, Wenmei Yi, Hong Peng, Xiaoxiao Song, Jun Wang. “Sequential Coupled Neural P Systems”, International Journal of Unconventional Computing, vol. 15, 2020.

  10. Qian Yang, Zeqiong Lv, Liucheng Liu, Hong Peng, Xiaoxiao Song, Jun Wang. “Spiking neural P systems with multiple channels and polarizations”, Biosystems, vol. 185, 2019, DOI:10.1016/j.biosystems.2019.104020.

  11. Yue Huang, Bo Li, Zeqiong Lv, Wenmei Yi, Hong Peng, Xiaoxiao Song. “On string languages generated by spiking neural P systems with multiple channels”, International Journal of Unconventional Computing, vol. 14, 2019.

Conference Paper

  1. Zeqiong Lv, Chao Qian, Yun Liu, Jiahao Fan, Yanan Sun. “Runtime analysis of evolutionary NAS for multiclass classification”, In: Proceedings of the 42nd International Conference on Machine Learning (ICML'25), Vancouver, Canada, 2025.

  2. Zeqiong Lv, Chao Bian, Chao Qian, Yanan Sun. “Runtime analysis of population-based evolutionary neural architecture search for a binary classification problem”, In: Proceedings of the 26th ACM Conference on Genetic and Evolutionary Computation (GECCO'24), Melbourne, Australia, 2024, pp.358-366. [pdf]

  3. Yuqiao Liu, Yehui Tang, Zeqiong Lv, Yunhe Wang, Yanan Sun. “Bridge the gap between architecture spaces via a cross-domain predictor”, In: Advances in Neural Information Processing Systems 35 (NeurIPS'2022), Hybrid Conference in New Orleans, USA, 2022. [pdf] [code]

Awards & Honors