45 results
(View BibTeX file of all listed publications)

**Probabilistic Solutions To Ordinary Differential Equations As Non-Linear Bayesian Filtering: A New Perspective**
*ArXiv preprint 2018*, arXiv:1810.03440 [stat.ME], October 2018 (article)

**Discovering and Teaching Optimal Planning Strategies**
In *The 14th biannual conference of the German Society for Cognitive Science, GK*, September 2018 (inproceedings)

**Discovering Rational Heuristics for Risky Choice**
*The 14th biannual conference of the German Society for Cognitive Science, GK*, The 14th biannual conference of the German Society for Cognitive Science, GK, September 2018 (conference)

**Kernel Recursive ABC: Point Estimation with Intractable Likelihood**
*Proceedings of the 35th International Conference on Machine Learning*, pages: 2405-2414, PMLR, July 2018 (conference)

**Convergence Rates of Gaussian ODE Filters**
*arXiv preprint 2018*, arXiv:1807.09737 [math.NA], July 2018 (article)

**Gaussian Processes and Kernel Methods: A Review on Connections and Equivalences**
*Arxiv e-prints*, arXiv:1805.08845v1 [stat.ML], 2018 (article)

**Learning to select computations**
In *Uncertainty in Artificial Intelligence: Proceedings of the Thirty-Fourth Conference*, 2018 (inproceedings)

**Schema-related cognitive load influences performance, speech, and physiology in a dual-task setting: A continuous multi-measure approach**
*Cognitive Research: Principles and Implications*, 3:46, Springer Nature, 2018 (article)

**Dissecting Adam: The Sign, Magnitude and Variance of Stochastic Gradients**
In *Proceedings of the 35th International Conference on Machine Learning (ICML)*, 2018 (inproceedings) Accepted

**Counterfactual Mean Embedding: A Kernel Method for Nonparametric Causal Inference**
*Arxiv e-prints*, arXiv:1805.08845v1 [stat.ML], 2018 (article)

**Model-based Kernel Sum Rule: Kernel Bayesian Inference with Probabilistic Models**
*Arxiv e-prints*, arXiv:1409.5178v2 [stat.ML], 2018 (article)

**Attention please! Enhanced attention control abilities compensate for instructional impairments in multimedia learning**
*Journal of Computers in Education*, 5(2):243-257, Springer Nature, 2018 (article)

**A probabilistic model for the numerical solution of initial value problems**
*Statistics and Computing*, Springer US, 2018 (article)

**Analytical incorporation of fractionation effects in probabilistic treatment planning for intensity-modulated proton therapy**
*Medical Physics*, 2018 (article)

**The Computational Challenges of Pursuing Multiple Goals: Network Structure of Goal Systems Predicts Human Performance**
*PsyArXiv*, 2018 (article)

**The moderating role of arousal on the seductive detail effect in a multimedia learning setting**
*Applied Cognitive Psychology*, Wiley, 2018 (article)

**Probabilistic Approaches to Stochastic Optimization**
Eberhard Karls Universität Tübingen, Germany, 2018 (phdthesis)

**Large sample analysis of the median heuristic**
2018 (misc) In preparation

**Probabilistic Ordinary Differential Equation Solvers — Theory and Applications**
Eberhard Karls Universität Tübingen, Germany, 2018 (phdthesis)

**CoLoSS: Cognitive load corpus with speech and performance data from a symbol-digit dual-task**
In *Proceedings of the 11th International Language Resources and Evaluation Conference (LREC 2018)*, pages: 4312-4317, European Language Resource Association (ELRA), Miyazaki, Japan, 2018 (inproceedings)

**Rational metareasoning and the plasticity of cognitive control**
*{PLoS Computational Biology}*, 14(4):e1006043, Public Library of Science, 2018 (article)

**Beyond bounded rationality: Reverse-engineering and enhancing human intelligence**
University of California, Berkeley, 2018 (phdthesis)

**Influences of system response delay on elderly participants’ performance in a virtual memory training**
In *Annual Meeting of the Europe Chapter of the Human Factors and Ergonomics Society2018, Technology for an Aging Society, Book of Abstracts*, pages: 42, Berlin, 2018 (inproceedings)

**Over-representation of extreme events in decision making reflects rational use of cognitive resources**
*Psychological Review*, 125(1):1-32, 2018 (article)

**Cognitive load influences performance, speech and physiological parameters in a multimodal dual-task setting**
In *Abstracts of the 60th Conference of Experimental Psychologists*, pages: 296, Pabst Science Publishers, Lengerich, 2018 (inproceedings)

**Guidance or Setting? Exploring the learnability of computer-based instructions in a construction task**
In *Abstracts of the 60th Conference of Experimental Psychologists*, pages: 69, Pabst Science Publishers, Lengerich, 2018 (inproceedings)

**A resource-rational analysis of human planning**
In *Proceedings of the 40th Annual Conference of the Cognitive Science Society*, 2018 (inproceedings)

**Guidance or Setting? Exploring the learnability of computer-based instructions in a construction task**
In *51st Conference of the German Psychological Society. Abstracts*, pages: 509, Pabst Science Publishers, Lengerich, 2018 (inproceedings)

**Camera-specific Image Denoising**
Eberhard Karls Universität Tübingen, Germany, October 2013 (diplomathesis)

**Quasi-Newton Methods: A New Direction**
*Journal of Machine Learning Research*, 14(1):843-865, March 2013 (article)

**The Randomized Dependence Coefficient**
In *Advances in Neural Information Processing Systems 26*, pages: 1-9, (Editors: C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**Fast Probabilistic Optimization from Noisy Gradients**
In *Proceedings of The 30th International Conference on Machine Learning, JMLR W&CP 28(1)*, pages: 62–70, (Editors: S Dasgupta and D McAllester), ICML, 2013 (inproceedings)

**Nonparametric dynamics estimation for time periodic systems**
In *Proceedings of the 51st Annual Allerton Conference on Communication, Control, and Computing*, pages: 486-493 , 2013 (inproceedings)

**The Randomized Dependence Coefficient**
Neural Information Processing Systems (NIPS), 2013 (poster)

**Analytical probabilistic modeling for radiation therapy treatment planning**
*Physics in Medicine and Biology*, 58(16):5401-5419, 2013 (article)

**Analytical probabilistic proton dose calculation and range uncertainties**
In *17th International Conference on the Use of Computers in Radiation Therapy*, pages: 6-11, (Editors: A. Haworth and T. Kron), ICCR, 2013 (inproceedings)

**Animating Samples from Gaussian Distributions**
(8), Max Planck Institute for Intelligent Systems, Tübingen, Germany, 2013 (techreport)

**Learned helplessness and generalization**
In *35th Annual Conference of the Cognitive Science Society*, 2013 (inproceedings)

**Reverse-Engineering Resource-Efficient Algorithms**
In *NIPS Workshop Resource-Efficient Machine Learning*, 2013 (inproceedings)

**Attention impairment in multimedia learning: Does initial task attention act as moderator**
In *Media Psychology: Media Research: Yesterday, Today, and Tomorrow. Proceedings of the 8th Conference of the Media Psychology Division of the German Psychological Society*, pages: 11, University of Würzburg, Würzburg, 2013 (inproceedings)

**Modelling trial-by-trial changes in the mismatch negativity**
*{PLoS} {C}omputational {B}iology*, 9(2):e1002911, Public Library of Science, 2013 (article)

**A neurocomputational model of the mismatch negativity**
*{PLoS Computational Biology}*, 9(11):e1003288, Public Library of Science, 2013 (article)

**Inducing impaired attention within the seductive detail effect: Do already distracted learners suffer more?**
In *Abstracts of the 55th Conference of Experimental Psychologists*, pages: 314, Pabst Science Publishers, Lengerich, 2013 (inproceedings)

**Controllability and resource-rational planning.**
In *Computational and Systems Neuroscience (Cosyne)*, pages: 112, 2013 (inproceedings)

**Point-spread functions for backscattered imaging in the scanning electron microscope **
*Journal of Applied Physics *, 102(12):1-8, December 2007 (article)