Publications:
Sensorimotor Learning and Decision-Making
Journal Article (5)
1.
Journal Article
Bio-inspired feedback-circuit implementation of discrete, free energy optimizing, winner-take-all computations. Biological Cybernetics 110 (2), pp. 135 - 150 (2016)
2.
Journal Article
What is epistemic value in free energy models of learning and acting? A bounded rationality perspective. Cognitive Neuroscience 6 (4), pp. 215 - 216 (2015)
3.
Journal Article
Structure Learning in Bayesian Sensorimotor Integration. PLoS Computational Biology 11 (8), pp. 1 - 27 (2015)
4.
Journal Article
Signaling equilibria in sensorimotor interactions. Cognition 141, pp. 73 - 86 (2015)
5.
Journal Article
A Reward-Maximizing Spiking Neuron as a Bounded Rational Decision Maker. Neural Computation 27 (8), pp. 1686 - 1720 (2015)
Conference Paper (3)
6.
Conference Paper
Planning with Information-Processing Constraints and Model Uncertainty in Markov Decision Processes. In: Machine Learning and Knowledge Discovery in Databases, pp. 475 - 491 (Eds. Frasconi, P.; Landwehr, N.; Manco, G.; Vreeken, J.). European Conference on Machine Learning and Principles and Practice of Knowledge Discovery (ECML PKDD 2016), Riva del Garda, Italy. Springer, Cham, Switzerland (2016)
7.
Conference Paper
Bounded Rational Decision-Making in Feedforward Neural Networks. In: Uncertainty in Artificial Intelligence, pp. 407 - 416 (Eds. Ihler , A.; Janzing, D.). 32nd Conference on Uncertainty in Artificial Intelligence (UAI 2016), New York, NY, USA. AUAI Press, Corvallis, OR, USA (2016)
8.
Conference Paper
Developing neural networks with neurons competing for survival. In: 5th Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (IEEE ICDL-EPIROB 2015), pp. 152 - 153. 5th Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (IEEE ICDL-EPIROB 2015), Providence, RI, USA. IEEE, Piscataway, NJ, USA (2015)
Talk (4)
9.
Talk
Sensorimotor learning and decision-making in complex environments. Kolloquium "Berner Gespräche zur Sportwissenschaft", Bern, Switzerland (2017)
10.
Talk
Information-Theoretic Bounded Rationality for Learning and Decision-Making. NIPS 2016 Workshop on Imperfect Decision Makers: Admitting Real-World Rationality, Barcelona, Spain (2016)
11.
Talk
Information-theoretic bounded rationality in perception-action systems. ICRA 2016 Workshop on Task-Driven Perceptual Representations: Sensing, Planning and Control under Resource Constraints, Stockholm, Sweden (2016)
12.
Talk
Model uncertainty in sensorimotor learning and decision-making. IROS 2015 2nd Workshop on The Role of Human Sensorimotor Control in Surgical Robotics, Hamburg, Germany (2015)
Poster (1)
13.
Poster
Non-equilibrium behaviour of information-processing systems with computational constraints. Workshop on Recent Developments In Non-Equilibrium Physics "Luxembourg out of Equilibrium", Luxembourg, Luxembourg (2015)