Taming Reachability Analysis of DNN-Controlled Systems via Abstraction-Based Training

Author:

Tian Jiaxu,Zhi Dapeng,Liu Si,Wang Peixin,Katz Guy,Zhang MinORCID

Publisher

Springer Nature Switzerland

Reference61 articles.

1. Abadi, M., et al.: Tensorflow: a system for large-scale machine learning. In: OSDI, vol. 16, pp. 265–283. Savannah, GA, USA (2016)

2. Abel, D.: A theory of state abstraction for reinforcement learning. In: AAAI, vol. 33, pp. 9876–9877 (2019)

3. Afzal, M., et al.: Veriabs: verification by abstraction and test generation. In: ASE, pp. 1138–1141. IEEE (2019)

4. Akrour, R., Veiga, F., Peters, J., Neumann, G.: Regularizing reinforcement learning with state abstraction. In: IROS, pp. 534–539. IEEE (2018)

5. Althoff, M.: An introduction to CORA 2015. In: Cyber-Physical Systems Virtual Organization (CPS-VO 2015), pp. 120–151 (2015)

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