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Publications by Günther, Johannes

In Journal (refereed)

1. J. Günther, P. Pilarski, H. Shen, K. Diepold. "Intelligent laser welding through representation, prediction, and control learning: An architecture with deep neural networks and reinforcement learning". Mechatronics, 34, March 2016. view

In Conference (refereed)

2. C. Sherstan, S. Dohare, J. MacGlashan, J. Günther, P. Pilarski. "Gamma-Nets: Generalizing Value Estimation over Timescale". National Conference on Artificial Intelligence (AAAI), pp 5717-5725, February 2020. PDFview
3. J. Günther, A. Kearney, N. Ady, M. Dawson, P. Pilarski. "Meta-learning for Predictive Knowledge Architectures: A Case Study Using TIDBD on a Sensor-rich Robotic Arm". Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), (ed: Edith Elkind, Manuela Veloso, Noa Agmon, Matthew E. Taylor), pp 1967–1969, May 2019. view
4. A. Kearney, A. Koop, C. Sherstan, J. Günther, R. Sutton, P. Pilarski, M. Taylor. "Evaluating Predictive Knowledge". AAAI Fall Symposium, pp 43-46, October 2018. view
5. J. Günther, A. Kearney, M. Dawson, C. Sherstan, P. Pilarski. "Predictions, Surprise, and Predictions of Surprise in General Value Function Architectures". AAAI Fall Symposium, pp 22-29, October 2018. view
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