Search Results for author: Yingjie Miao

Found 5 papers, 1 papers with code

Automated Reinforcement Learning (AutoRL): A Survey and Open Problems

no code implementations11 Jan 2022 Jack Parker-Holder, Raghu Rajan, Xingyou Song, André Biedenkapp, Yingjie Miao, Theresa Eimer, Baohe Zhang, Vu Nguyen, Roberto Calandra, Aleksandra Faust, Frank Hutter, Marius Lindauer

The combination of Reinforcement Learning (RL) with deep learning has led to a series of impressive feats, with many believing (deep) RL provides a path towards generally capable agents.

AutoML Meta-Learning

Environment Generation for Zero-Shot Compositional Reinforcement Learning

no code implementations NeurIPS 2021 Izzeddin Gur, Natasha Jaques, Yingjie Miao, Jongwook Choi, Manoj Tiwari, Honglak Lee, Aleksandra Faust

We learn to generate environments composed of multiple pages or rooms, and train RL agents capable of completing wide-range of complex tasks in those environments.

RL-DARTS: Differentiable Architecture Search for Reinforcement Learning

no code implementations4 Jun 2021 Yingjie Miao, Xingyou Song, Daiyi Peng, Summer Yue, John D. Co-Reyes, Eugene Brevdo, Aleksandra Faust

Recently, Differentiable Architecture Search (DARTS) has become one of the most popular Neural Architecture Search (NAS) methods successfully applied in supervised learning (SL).

Neural Architecture Search

Evolving Reinforcement Learning Algorithms

3 code implementations ICLR 2021 John D. Co-Reyes, Yingjie Miao, Daiyi Peng, Esteban Real, Sergey Levine, Quoc V. Le, Honglak Lee, Aleksandra Faust

Learning from scratch on simple classical control and gridworld tasks, our method rediscovers the temporal-difference (TD) algorithm.

Atari Games Meta-Learning

Hamiltonian Streamline Guided Feature Extraction with Applications to Face Detection

no code implementations17 Aug 2011 Yingjie Miao, Jason J. Corso

We propose a new feature extraction method based on two dynamical systems induced by intensity landscape: the negative gradient system and the Hamiltonian system.

Face Detection Object Detection

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