Publication


Selected first-authored Publications

  • Miao Zhang, Wei Huang, Bin Yang, Interpreting Operation Selection in Differentiable Architecture Search: A Perspective from Influence-Directed Explanations. (Accepted by NeurIPS2022, CORE Rank A*, CCF A).

  • Miao Zhang, Li Wang, David Gonzalo Chaves Campos, Wei Huang, Chenjuan Guo, Bin Yang, Weighted Mutual Learning with Diversity-Driven Model Compression. (Accepted by NeurIPS2022, CORE Rank A*, CCF A).

  • Miao Zhang, Shirui Pan, Xiaojun Chang, Steven Su, Jilin Hu, Gholamreza Haffari, Bin Yang, Differentiable Neural Architecture Search via Bayesian Learning Rule. (Accepted by CVPR2022, CORE Rank A*, CCF A). [pdf]

  • Miao Zhang, Steven Su, Shirui Pan, Xiaojun Chang, Ehsan Abbasnejad, Reza Haffari, iDARTS: Differentiable Architecture Search with Stochastic Implicit Gradients. (Accepted by ICML2021, CORE Rank A*, CCF A). [pdf ]

  • Miao Zhang, Huiqi Li, Shirui Pan, Xiaojun Chang, Zongyuan Ge, and Steven Su, One-Shot Neural Architecture Search: Maximising Diversity to Overcome Catastrophic Forgetting. In IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), CORE Rank A*, CCF A, JCR Q1, Top Journal, IF: 17.8. [pdf ]

  • Miao Zhang, Huiqi Li, Shirui Pan, Juan Lyu, Steve Ling, Steven Su, Hyperparameter Optimization with Non-stationary Kernel for CNN based Lung Nodule Classification. (IEEE Transaction on Evolutionary Computing (TEvC), CORE Rank A*, JCR Q1, Top Journal, IF: 11.17). [pdf ]

  • Miao Zhang, Huiqi Li, Shirui Pan, Xiaojun Chang, Zongyuan Ge, Steven Su, Differentiable Neural Architecture Search in Equivalent Space with Exploration Enhancement. In Annual Conference on Neural Information Processing Systems (NeurIPS2020), CORE Rank A*, CCF A. [pdf ]

  • Miao Zhang, Huiqi Li, Shirui Pan, Xiaojun Chang, Steven Su, Overcoming Multi-Model Forgetting in One-Shot NAS with Diversity Maximization. In IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR2020), CORE Rank A*, CCF A. [pdf ]

  • Miao Zhang, Huiqi Li, Shirui Pan, Taoping Liu, Steven Su, One-Shot Neural Architecture Search via Novelty Driven Sampling. In International Joint Conference on Artificial Intelligence (IJCAI2020), CORE Rank A*, CCF A. [pdf ]

  • Miao Zhang, Huiqi Li, Steven Su, High Dimensional Bayesian Optimization via Supervised Dimension Reduction. In International Joint Conference on Artificial Intelligence (IJCAI2019), CORE Rank A*, CCF A. [pdf ]

Full publications could be found in Miao's Google scholar.