Curriculum Generation and Sequencing for Deep Reinforcement Learning in StarCraft II

Author:

Hao Daniel1,Sweetser Penny1,Aitchison Matthew1

Affiliation:

1. Australian National University, Australia

Publisher

ACM

Reference28 articles.

1. Marcus Adamsson . 2018. Curriculum learning for increasing the performance of a reinforcement learning agent in a static first-person shooter game. Ph. D. Dissertation . Kth Royal Institute of Technology , Stockholm, Sweden . Marcus Adamsson. 2018. Curriculum learning for increasing the performance of a reinforcement learning agent in a static first-person shooter game. Ph. D. Dissertation. Kth Royal Institute of Technology, Stockholm, Sweden.

2. State-of-the-Art and Open Challenges in RTS Game-AI and Starcraft

3. Yoshua Bengio , Jérôme Louradour , Ronan Collobert , and Jason Weston . 2009 . Curriculum Learning. In Proceedings of the 26th Annual International Conference on Machine Learning (Montreal , Quebec, Canada) (ICML ’09). Association for Computing Machinery, New York, NY, USA, 41–48. https://doi.org/10.1145/1553374.1553380 10.1145/1553374.1553380 Yoshua Bengio, Jérôme Louradour, Ronan Collobert, and Jason Weston. 2009. Curriculum Learning. In Proceedings of the 26th Annual International Conference on Machine Learning (Montreal, Quebec, Canada) (ICML ’09). Association for Computing Machinery, New York, NY, USA, 41–48. https://doi.org/10.1145/1553374.1553380

4. Michael Cerny Green Benjamin Sergent Pushyami Shandilya and Vibhor Kumar. 2019. Evolutionarily-Curated Curriculum Learning for Deep Reinforcement Learning Agents. arXiv preprint arXiv:1901.05431(2019). Michael Cerny Green Benjamin Sergent Pushyami Shandilya and Vibhor Kumar. 2019. Evolutionarily-Curated Curriculum Learning for Deep Reinforcement Learning Agents. arXiv preprint arXiv:1901.05431(2019).

5. Carlos Florensa , David Held , Xinyang Geng , and Pieter Abbeel . 2018 . Automatic Goal Generation for Reinforcement Learning Agents. In International Conference on Machine Learning. 1515–1528 . Carlos Florensa, David Held, Xinyang Geng, and Pieter Abbeel. 2018. Automatic Goal Generation for Reinforcement Learning Agents. In International Conference on Machine Learning. 1515–1528.

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