Publications:
Sensorimotor Learning and Decision-Making
Journal Article (5)
1.
Journal Article
110 (2), pp. 135 - 150 (2016)
Bio-inspired feedback-circuit implementation of discrete, free energy optimizing, winner-take-all computations. Biological Cybernetics 2.
Journal Article
6 (4), pp. 215 - 216 (2015)
What is epistemic value in free energy models of learning and acting? A bounded rationality perspective. Cognitive Neuroscience 3.
Journal Article
11 (8), pp. 1 - 27 (2015)
Structure Learning in Bayesian Sensorimotor Integration. PLoS Computational Biology 4.
Journal Article
141, pp. 73 - 86 (2015)
Signaling equilibria in sensorimotor interactions. Cognition 5.
Journal Article
27 (8), pp. 1686 - 1720 (2015)
A Reward-Maximizing Spiking Neuron as a Bounded Rational Decision Maker. Neural Computation Conference Paper (4)
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
Adaptive information-theoretic bounded rational decision-making with parametric priors. In: NIPS 2015 Workshop on Bounded Optimality and Rational Metareasoning, pp. 1 - 4. NIPS 2015 Workshop on Bounded Optimality and Rational Metareasoning, Montreal, Canada. (2015)
9.
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)
10.
Talk
Sensorimotor learning and decision-making in complex environments. Kolloquium "Berner Gespräche zur Sportwissenschaft", Bern, Switzerland (2017)
11.
Talk
Information-Theoretic Bounded Rationality for Learning and Decision-Making. NIPS 2016 Workshop on Imperfect Decision Makers: Admitting Real-World Rationality, Barcelona, Spain (2016)
12.
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)
13.
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)
14.
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)