📝 Publications Categorized by Research Area

🤖 Reinforcement Learning

Zhang W, Xiao X, Yao Y, et al. MBDP: A Model-based Approach to Achieve both Robustness and Sample Efficiency via Double Dropout Planning[J]. arXiv preprint arXiv:2108.01295, 2021.
Cao X, Yao Y, Li L, et al. iGrow: A Smart Agriculture Solution to Autonomous Greenhouse Control[C]. Proceedings of the AAAI Conference on Artificial Intelligence. 2022, 36(11): 11837-11845. (AAAI 2022)
Zhang W, Cao X, Yao Y, et al. Robust Model-based Reinforcement Learning for Autonomous Greenhouse Control[C]//Asian Conference on Machine Learning. PMLR, 2021: 1208-1223. (ACML 2021)
Yao Y, Xiao L, An Z, et al. Sample Efficient Reinforcement Learning via Model-Ensemble Exploration and Exploitation[C]//2021 IEEE International Conference on Robotics and Automation. IEEE, 2021: 4202-4208. (ICRA 2021)
An Z, Cao X, Yao Y, et al. A Simulator-based Planning Framework for Optimizing Autonomous Greenhouse Control Strategy[C]//Proceedings of the International Conference on Automated Planning and Scheduling. 2021, 31: 436-444. (ICAPS 2021)
Wang Z, Xiao X, Hu G, Yao Y, et al. Non-local Self-attention Structure for Function Approximation in Deep Reinforcement Learning[C]//ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing. IEEE, 2019: 3042-3046. (ICASSP 2019)

Yao Y, Liu B, Zeng J, et al. i-Razor: A Neural Input Razor for Feature Selection and Dimension Search in Recommender Systems[J].arXiv preprint arXiv:2204.00281, 2022.

Yao Y, Shen J, Xu J, et al. CLS: Cross Labeling Supervision for Semi-Supervised Learning[J]. arXiv preprint arXiv:2202.08502, 2022.
Zhang H, Lan Y, Dai T, Qiao R, Xu Y, Yao Y, Xia S. Residual Frame for Noisy Video Classification According to Perceptual Quality in Convolutional Neural Networks[C]//2019 IEEE International Conference on Multimedia and Expo. IEEE, 2019: 242-247. (ICME 2019)

Yao Y, Xiao X, Zhang C, et al. Stability analysis of an SDILR model based on rumor recurrence on social media[J]. Physica A: Statistical Mechanics and its Applications, 2019, 535: 122236. (Physica A, 2019)
Yao Y, Xiao X, Zhang C, et al. Classifying Quality Centrality for Source Localization in Social Networks[C]//International Conference on Web Services. Springer, Cham, 2018: 295-307. (ICWS 2018)