Dynamic power management based on continuous-time Markov decision processes Q Qiu, M Pedram Proceedings of the 36th annual ACM/IEEE design automation conference, 555-561, 1999 | 369 | 1999 |

A hierarchical framework of cloud resource allocation and power management using deep reinforcement learning N Liu, Z Li, J Xu, Z Xu, S Lin, Q Qiu, J Tang, Y Wang 2017 IEEE 37th international conference on distributed computing systems …, 2017 | 328 | 2017 |

Reinforcement learning with analogue memristor arrays Z Wang, C Li, W Song, M Rao, D Belkin, Y Li, P Yan, H Jiang, P Lin, M Hu, ... Nature electronics 2 (3), 115-124, 2019 | 324 | 2019 |

CirCNN: accelerating and compressing deep neural networks using block-circulant weight matrices C Ding, S Liao, Y Wang, Z Li, N Liu, Y Zhuo, C Wang, X Qian, Y Bai, ... Proceedings of the 50th Annual IEEE/ACM International Symposium on …, 2017 | 324 | 2017 |

Sc-dcnn: Highly-scalable deep convolutional neural network using stochastic computing A Ren, Z Li, C Ding, Q Qiu, Y Wang, J Li, X Qian, B Yuan ACM Sigplan Notices 52 (4), 405-418, 2017 | 258 | 2017 |

Capacitive neural network with neuro-transistors Z Wang, M Rao, JW Han, J Zhang, P Lin, Y Li, C Li, W Song, S Asapu, ... Nature communications 9 (1), 3208, 2018 | 256 | 2018 |

In situ training of feed-forward and recurrent convolutional memristor networks Z Wang, C Li, P Lin, M Rao, Y Nie, W Song, Q Qiu, Y Li, P Yan, ... Nature Machine Intelligence 1 (9), 434-442, 2019 | 240 | 2019 |

C-LSTM: Enabling efficient LSTM using structured compression techniques on FPGAs S Wang, Z Li, C Ding, B Yuan, Q Qiu, Y Wang, Y Liang Proceedings of the 2018 ACM/SIGDA International Symposium on Field …, 2018 | 240 | 2018 |

Stochastic modeling of a power-managed system: construction and optimization Q Qiu, Q Wu, M Pedram Proceedings of the 1999 international symposium on Low power electronics and …, 1999 | 212 | 1999 |

Adaptive power management using reinforcement learning Y Tan, W Liu, Q Qiu Proceedings of the 2009 international conference on computer-aided design …, 2009 | 173 | 2009 |

Distributed task migration for thermal management in many-core systems Y Ge, P Malani, Q Qiu Proceedings of the 47th Design Automation Conference, 579-584, 2010 | 159 | 2010 |

Harvesting-aware power management for real-time systems with renewable energy S Liu, J Lu, Q Wu, Q Qiu IEEE transactions on very large scale integration (VLSI) systems 20 (8 …, 2011 | 142 | 2011 |

Energy aware dynamic voltage and frequency selection for real-time systems with energy harvesting S Liu, Q Qiu, Q Wu Proceedings of the conference on Design, automation and test in Europe, 236-241, 2008 | 142 | 2008 |

Cycle-accurate macro-models for RT-level power analysis Q Qiu, Q Wu, M Pedram, CS Ding Proceedings of the 1997 international symposium on Low power electronics and …, 1997 | 141 | 1997 |

A game theoretic resource allocation for overall energy minimization in mobile cloud computing system Y Ge, Y Zhang, Q Qiu, YH Lu Proceedings of the 2012 ACM/IEEE international symposium on Low power …, 2012 | 140 | 2012 |

Fpga acceleration of recurrent neural network based language model S Li, C Wu, H Li, B Li, Y Wang, Q Qiu 2015 IEEE 23rd Annual International Symposium on Field-Programmable Custom …, 2015 | 136 | 2015 |

Achieving autonomous power management using reinforcement learning H Shen, Y Tan, J Lu, Q Wu, Q Qiu ACM Transactions on Design Automation of Electronic Systems (TODAES) 18 (2 …, 2013 | 125 | 2013 |

An adaptive scheduling and voltage/frequency selection algorithm for real-time energy harvesting systems S Liu, Q Wu, Q Qiu Proceedings of the 46th Annual Design Automation Conference, 782-787, 2009 | 106 | 2009 |

Dynamic power management of complex systems using generalized stochastic petri nets Q Qiu, Q Wu, M Pedram Proceedings of the 37th Annual Design Automation Conference, 352-356, 2000 | 104 | 2000 |

HEIF: Highly efficient stochastic computing-based inference framework for deep neural networks Z Li, J Li, A Ren, R Cai, C Ding, X Qian, J Draper, B Yuan, J Tang, Q Qiu, ... IEEE Transactions on Computer-Aided Design of Integrated Circuits and …, 2018 | 93 | 2018 |