no code implementations • 9 Jan 2023 • Youwei Liang, Kevin Stone, Ali Shameli, Chris Cummins, Mostafa Elhoushi, Jiadong Guo, Benoit Steiner, Xiaomeng Yang, Pengtao Xie, Hugh Leather, Yuandong Tian
Finding the optimal pass sequence of compilation can lead to a significant reduction in program size and/or improvement in program efficiency.
1 code implementation • 17 Sep 2021 • Chris Cummins, Bram Wasti, Jiadong Guo, Brandon Cui, Jason Ansel, Sahir Gomez, Somya Jain, Jia Liu, Olivier Teytaud, Benoit Steiner, Yuandong Tian, Hugh Leather
What is needed is an easy, reusable experimental infrastructure for real world compiler optimization tasks that can serve as a common benchmark for comparing techniques, and as a platform to accelerate progress in the field.
no code implementations • 9 Jul 2021 • Hao Sun, Ziping Xu, Meng Fang, Zhenghao Peng, Jiadong Guo, Bo Dai, Bolei Zhou
Safe exploration is crucial for the real-world application of reinforcement learning (RL).
no code implementations • 30 Oct 2019 • Hao Sun, Jiadong Guo, Edward J. Kim, Robert J. Brunner
The increasing amount of data in astronomy provides great challenges for machine learning research.
no code implementations • 15 Aug 2019 • Qianggang Ding, Sifan Wu, Hao Sun, Jiadong Guo, Shu-Tao Xia
In addition, label regularization techniques such as label smoothing and label disturbance have also been proposed with the motivation of adding a stochastic perturbation to labels.