I’m a Ph.D. student in Nanjing university since Sep. 2020. More specifically, I’m in the IIP group, supervised by Prof. Chongjun Wang.

I’m mainly interested in deep learning under imperfect label information, including semi-supervised learning and learning with noisy labels.

Publications

• Mingcai Chen, Yu Zhao*, Bing He, Zongbo Han, Junzhou Huang, Jianhua Yao.
  Learning with Noisy Labels over Imbalanced Subpopulations.
  Accepted by IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

• Mingcai Chen, Yu Zhao*, Bing He, Zhonghuang Wang, Jianhua Yao.
  A Noisy-Label-Learning Formulation for Immune Repertoire Classification and Disease-Associated Immune Receptor Sequence Identification.
  Proceedings The 32nd International Joint Conference on Artificial Intelligence (IJCAI’23).
  [Acceptance Rate: ~15%]

• Mingcai Chen, Hao Cheng, Yuntao Du, Ming Xu, Wenyu Jiang, Chongjun Wang.
  Two Wrongs Don’t Make a Right: Combating Confirmation Bias in Learning with Label Noise.
  Proceedings of the 37th AAAI Conference on Artificial Intelligence (AAAI’23).
  [Acceptance Rate: ~20%]

• Mingcai Chen, Yuntao Du , Yi zhang, Shuwei Qian, and Chongjun Wang.
  Semi-Supervised Learning with Multi-Head Co-Training.
  Proceedings of the 36th AAAI Conference on Artificial Intelligence (AAAI’22).
  [Acceptance Rate: ~15%]

• Mingcai Chen, Yang Li, Yi-Heng Zhu, Fang Ge, Dong-Jun Yu.
  SSCpred: Single-Sequence-Based Protein Contact Prediction Using Deep Fully Convolutional Network.
  Journal of Chemical Information and Modeling (JCIM), 2020, 60(6): 3295-3303.

• DOS: Diverse Outlier Sampling for Out-of-Distribution Detection.
  Wenyu Jiang, Hao Cheng, MingCai Chen, Chongjun Wang, Hongxin Wei.
  Accepted by the 12nd International Conference on Learning Representations (ICLR’24)

• Wenyu Jiang, Yuxin Ge, Hao Cheng, Mingcai Chen, Shuai Feng, Yuxin Ge, Chongjun Wang.
  READ: Aggregating Reconstruction Error into Out-of-distribution Detection.
  Proceedings of the 37th AAAI Conference on Artificial Intelligence (AAAI’23).

• Baoming Zhang, Ming Xu, Mingcai Chen, Mingyuan Chen, Chongjun Wang.
  CopGAT: Co-propagation Self-supervised Graph Attention Network.
  In Proceedings of ISPA 2022.

• Shuai Feng, Wenyu Jiang, Mingcai Chen, Yuntao Du, Hao Cheng, Chongjun Wang.
  CESED: Exploiting Hyperspherical Predefined Evenly-Distributed Class Centroids for OOD Detection.
  In Proceedings of SDM 2023.

• Yuntao Du, Juan Jiang, Hongtao Luo, Haiyang Yang, Mingcai Chen, Chongjun Wang.
  Bidirectional View based Consistency Regularization for Semi-Supervised Domain Adaptation.
  Transactions on Machine Learning Research.

Services

• Reviewer: CVPR 22,23 & AAAI 23 & ECCV 22 & ICCV 23