Paper 1: Unifying Count-Based Exploration and Intrinsic Motivation
Marc G. Bellemare, Sriram Srinivasan, Georg Ostrovski, Tom Schaul, David Saxton, Remi Munos
NIPS 2016 https://arxiv.org/abs/1606.01868
Paper 2: Intrinsic Motivation and Automatic Curricula via Asymmetric Self-Play
Sainbayar Sukhbaatar, Ilya Kostrikov, Arthur Szlam, Rob Fergus
https://arxiv.org/pdf/1703.05407.pdf
Bonus papers:
1. Intrinsically motivated reinforcement learning by Satinder Singh
2. A possibility for implementing curiosity and boredom in model-building neural controllers by Schmidhuber.
3. Oudeyer, Pierre-Yves and Kaplan, Frederic. What is intrinsic motivation? a typology of computational approaches.
4. Variational information maximisation for intrinsically motivated reinforcement learning by Shakir, NIPS 2015.
5. # exploration: A study of count-based exploration for deep reinforcement learning by Haoran Tang.