Publications

2022

  1. CIKM 22
    SMARTQUERY: An Active Learning Framework for Graph Neural Networks through Hybrid Uncertainty Reduction
    Li, Xiaoting, Wu, Yuhang, Rakesh, Vineeth, Lin, Yusan, Yang, Hao, and Wang, Fei
    In Proceedings of the 31th ACM International Conference on Information & Knowledge Management 2022
  2. RecSys 22
    TinyKG: Memory-Efficient Training Framework for Knowledge Graph Neural Recommender Systems
    Chen, Huiyuan, Li, Xiaoting, Zhou, Kaixiong, Hu, Xia, Yeh, Chin-Chia Michael, Zheng, Yan, and Yang, Hao
    In Proceedings of the 16th ACM Conference on Recommender Systems 2022
  3. RecSys 22
    Denoising Self-Attentive Sequential Recommendation
    Chen, Huiyuan, Lin, Yusan, Pan, Menghai, Wang, Lan, Yeh, Chin-Chia Michael, Li, Xiaoting, Zheng, Yan, Wang, Fei, and Yang, Hao
    In Proceedings of the 16th ACM Conference on Recommender Systems 2022
  4. SIGIR 22
    Distilling Knowledge on Text Graph for Social Media Attribute Inference
    Li, Quan, Li, Xiaoting, Chen, Lingwei, and Wu, Dinghao
    2022
  5. IAAI 22
    ALPHAPROG: Reinforcement Generation of Valid Programs for Compiler Fuzzing
    Li, Xiaoting, Liu, Xiao, Chen, Lingwei, Prajapati, Rupesh, and Wu, Dinghao
    In Proceedings of the Thirty-Fourth Annual Conference on Innovative Applications of Artificial Intelligence (IAAI-22) 2022
  6. SDM 22
    Adversarially Reprogramming Pretrained Neural Networks for Data-limited and Cost-efficient Malware Detection
    Chen, Lingwei, Li, Xiaoting, and Wu, Dinghao
    In Proceedings of the 2022 SIAM International Conference on Data Mining (SDM) 2022
  7. PhD Thesis

2021

  1. SDM 21
    Turning Attacks into Protection: Social Media Privacy Protection Using Adversarial Attacks
    Li, Xiaoting, Chen, Lingwei, and Wu, Dinghao
    In Proceedings of the 2021 SIAM International Conference on Data Mining (SDM) 2021
  2. IJCNN 21
    Watermarking-based Defense against Adversarial Attacks on Deep Neural Networks
    Li, Xiaoting, Chen, Lingwei, Zhang, Jinquan, Larus, James, and Wu, Dinghao
    In 2021 International Joint Conference on Neural Networks (IJCNN) 2021
  3. ICSE 21
    Abacus: Precise side-channel analysis
    Bao, Qinkun, Wang, Zihao, Li, Xiaoting, Larus, James R, and Wu, Dinghao
    In 2021 IEEE/ACM 43rd International Conference on Software Engineering (ICSE) 2021

2020

  1. ECML-PKDD 20
    Enhancing robustness of graph convolutional networks via dropping graph connections
    Chen, Lingwei, Li, Xiaoting, and Wu, Dinghao
    In Joint European Conference on Machine Learning and Knowledge Discovery in Databases 2020

2019

  1. AAAI 19
    Deepfuzz: Automatic generation of syntax valid c programs for fuzz testing
    Liu, Xiao, Li, Xiaoting, Prajapati, Rupesh, and Wu, Dinghao
    In Proceedings of the AAAI Conference on Artificial Intelligence 2019