DEPARTMENTS

Emperical Interference

Haptic Intelligence

Modern Magnetic Systems

Perceiving Systems

Physical Intelligence

Robotic Materials

Social Foundations of Computation


Research Groups

Autonomous Vision

Autonomous Learning

Bioinspired Autonomous Miniature Robots

Dynamic Locomotion

Embodied Vision

Human Aspects of Machine Learning

Intelligent Control Systems

Learning and Dynamical Systems

Locomotion in Biorobotic and Somatic Systems

Micro, Nano, and Molecular Systems

Movement Generation and Control

Neural Capture and Synthesis

Physics for Inference and Optimization

Organizational Leadership and Diversity

Probabilistic Learning Group


Topics

Robot Learning

Conference Paper

2022

Autonomous Learning

Robotics

AI

Career

Award


Micro, Nano, and Molecular Systems Article Magnetic Propulsion of Microswimmers with DNA-Based Flagellar Bundles Maier, A. M., Weig, C., Oswald, P., Frey, E., Fischer, P., Liedl, T. Nano Letters, 16(2):906-910, January 2016 (Published) DOI BibTeX

Empirical Inference Article On estimation of functional causal models: General results and application to post-nonlinear causal model Zhang, K., Wang, Z., Zhang, J., Schölkopf, B. ACM Transactions on Intelligent Systems and Technologies, 7(2):article no. 13, January 2016 (Published) PDF DOI BibTeX

Physical Intelligence Article Size optimization of a magnetic system for drug delivery with capsule robots Munoz, F., Alici, G., Li, W., Sitti, M. IEEE Transactions on Magnetics, 52(5):1-11, 2016 () DOI BibTeX

Empirical Inference Poster PGO wave-triggered functional MRI: mapping the networks underlying synaptic consolidation Logothetis, N. K., Murayama, Y., Ramirez-Villegas, J. F., Besserve, M., Evrard, H. 47th Annual Meeting of the Society for Neuroscience (Neuroscience 2016), 2016 () BibTeX

Empirical Inference Article A Causal, Data-driven Approach to Modeling the Kepler Data Wang, D., Hogg, D. W., Foreman-Mackey, D., Schölkopf, B. Publications of the Astronomical Society of the Pacific, 128(967):094503, 2016, Astrophysics Source Code Library ascl: 2107.024 (Published) DOI URL BibTeX

Movement Generation and Control Autonomous Motion Conference Paper A Convex Model of Momentum Dynamics for Multi-Contact Motion Generation Ponton, B., Herzog, A., Schaal, S., Righetti, L. In 2016 IEEE-RAS 16th International Conference on Humanoid Robots Humanoids, :842-849, IEEE, Cancun, Mexico, 2016 () DOI URL BibTeX

Empirical Inference Article A Population Based Gaussian Mixture Model Incorporating 18F-FDG-PET and DW-MRI Quantifies Tumor Tissue Classes Divine, M. R., Katiyar, P., Kohlhofer, U., Quintanilla-Martinez, L., Disselhorst, J. A., Pichler, B. J. Journal of Nuclear Medicine, 57(3):473-479, 2016 () DOI BibTeX

Optics and Sensing Laboratory Article A Quaternary fault database for central Asia Mohadjer, S. E. T. A. B. R. S. K., Strube, T. A. Natural Hazards and Earth System Sciences, 16(16):529-542, 2016 (Published) DOI URL BibTeX

Empirical Inference Book Chapter A cognitive brain–computer interface for patients with amyotrophic lateral sclerosis Hohmann, M., Fomina, T., Jayaram, V., Widmann, N., Förster, C., Just, J., Synofzik, M., Schölkopf, B., Schöls, L., Grosse-Wentrup, M. In Brain-Computer Interfaces: Lab Experiments to Real-World Applications, 228(Supplement C):221-239, 8, Progress in Brain Research, (Editors: Damien Coyle), Elsevier, 2016 (Published) DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article A dynamic DFT approach to generalized diffusion equations in a system with long-ranged and hydrodynamic interactions Bleibel, J., Dominguez, A., Oettel, M. Journal of Physics: Condensed Matter, 28(24), IOP Publishing, Bristol, 2016 () DOI BibTeX

Materials Article A flexible method for the preparation of thin film samples for in situ TEM characterization combining shadow-FIB milling and electron beam-assisted etching Liebig, J. P., Goken, M., Richter, G., Mackovic, M., Przybilla, T., Spiecker, E., Pierron, O. N., Merle, B. Ultramicroscopy, 171:82-88, 2016 () DOI BibTeX

Empirical Inference Miscellaneous A note on the expected minimum error probability in equientropic channels Weichwald, S., Fomina, T., Schölkopf, B., Grosse-Wentrup, M. 2016 (Published) PDF Arxiv BibTeX

Theory of Inhomogeneous Condensed Matter Article Active colloids at fluid interfaces Malgaretti, P., Popescu, M. N., Dietrich, S. Soft Matter, 12(17):4007-4023, Royal Society of Chemistry, Cambridge, UK, 2016 () DOI BibTeX

Empirical Inference Article Algorithmic independence of initial condition and dynamical law in thermodynamics and causal inference Janzing, D., Chaves, R., Schölkopf, B. New Journal of Physics, 18(9):article no. 093052, 2016 (Published) PDF DOI URL BibTeX

Empirical Inference Article An overview of quantitative approaches in Gestalt perception Jäkel, F., Singh, M., Wichmann, F. A., Herzog, M. H. Vision Research, 126:3-8, 2016 (Published) DOI URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Anisotropic particles near surfaces: Propulsion force and friction Müller, B., Krüger, M. Physical Review A, 93, American Physical Society, New York, NY, 2016 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Artificial micro-swimmers in simulated natural environments Katuri, J., Seo, K. D., Kim, D. S., Sanchez, S. Lab on a Chip, 16(7):1101-1105, Royal Society of Chemistry, Cambridge, 2016 () DOI BibTeX

Empirical Inference Article BOiS—Berlin Object in Scene Database: Controlled Photographic Images for Visual Search Experiments with Quantified Contextual Priors Mohr, J., Seyfarth, J., Lueschow, A., Weber, J. E., Wichmann, F. A., Obermayer, K. Frontiers in Psychology, 2016 (Published) DOI BibTeX

Movement Generation and Control Autonomous Motion Conference Paper Balancing and Walking Using Full Dynamics LQR Control With Contact Constraints Mason, S., Rotella, N., Schaal, S., Righetti, L. In 2016 IEEE-RAS 16th International Conference on Humanoid Robots (Humanoids), :63-68, IEEE, Cancun, Mexico, 2016 () DOI URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Biohybrid Janus Motors Driven by Escherichia coli Stanton, M. M., Simmchen, J., Ma, X., Miguel-Lopéz, A., Sanchez, S. Advanced Materials Interfaces, 3(2), Wiley-VCH, Weinheim, 2016 () DOI BibTeX

Empirical Inference Article Bootstrat: Population Informed Bootstrapping for Rare Variant Tests Huang, H., Peloso, G. M., Howrigan, D., Rakitsch, B., Simon-Gabriel, C. J., Goldstein, J. I., Daly, M. J., Borgwardt, K., Neale, B. M. bioRxiv, 2016, preprint (Published) DOI URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Bubble-Free Propulsion of Ultrasmall Tubular Nanojets Powered by Biocatalytic Reactions Ma, X., Hortelao, A. C., Miquel-Lopez, A., Sanchez, S. Journal of the American Chemical Society, 138(42):13782-13785, American Chemical Society, Washington, DC, 2016 () DOI BibTeX

Empirical Inference Conference Paper Causal and statistical learning Schölkopf, B., Janzing, D., Lopez-Paz, D. Oberwolfach Reports, 13(3):1896-1899, (Editors: A. Christmann and K. Jetter and S. Smale and D.-X. Zhou), 2016 (Published) PDF DOI URL BibTeX

Empirical Inference Article Causal discovery and inference: concepts and recent methodological advances Spirtes, P., Zhang, K. Applied Informatics, 3(3):1-28, 2016 (Published) DOI BibTeX

Empirical Inference Article Causal inference using invariant prediction: identification and confidence intervals Peters, J., Bühlmann, P., Meinshausen, N. Journal of the Royal Statistical Society, Series B (Statistical Methodology), 78(5):947-1012, 2016, (with discussion) (Published) DOI URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Characterizing anomalous diffusion in crowded polymer solutions and gels over five decades in time with variable-lengthscale fluorescence correlation spectroscopy Banks, D. S., Tressler, C., Peters, R. D., Höfling, F., Fradin, C. Soft Matter, 12(18):4190-4203, Royal Society of Chemistry, Cambridge, UK, 2016 () DOI BibTeX

Materials Article Charged Triazole Cross-Linkers for Hyaluronan-Based Hybrid Hydrogels Martini, M., Hegger, S. P., Schädel, N., Minsky, B. B., Kirchhof, M., Scholl, S., Southan, A., Tovar, G. E. M., Boehm, H., Laschat, S. Materials, 9:810, 2016 () pdf DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Collective dynamics of chemically active particles trapped at a fluid interface Dominguez, A., Malgaretti, P., Popescu, M. N., Dietrich, S. Soft Matter, 12(40):8398-8406, Royal Society of Chemistry, Cambridge, UK, 2016 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Colloidal Particles in Thin Nematic Wetting Films Jeridi, H., Tasinkevych, M., Othman, T., Blanc, C. Langmuir, 32(35):9097-9107, American Chemical Society, Columbus, OH, 2016 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Critical Casimir forces between defects in the 2D Ising model Nowakowski, P., Maciolek, A., Dietrich, S. Journal of Physics A: Mathematical and Theoretical, 49(48):485001, IOP Pub., Bristol, 2016 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Critical Casimir interactions between Janus particles Labbe-Laurent, M., Dietrich, S. Soft Matter, 12(31):6621-6648, Royal Society of Chemistry, Cambridge, UK, 2016 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Critical adsorption and critical Casimir forces in the canonical ensemble Gross, M., Vasilyev, O., Gambassi, A., Dietrich, S. Physical Review E, 94(2):022103, American Physical Society, Melville, NY, 2016 () DOI BibTeX

Perceiving Systems Autonomous Vision Conference Paper Deep Discrete Flow Güney, F., Geiger, A. Asian Conference on Computer Vision (ACCV), 2016, Accepted (Accepted) pdf suppmat BibTeX

Master Thesis Deep Learning for Diabetic Retinopathy Diagnostics Balles, L. Heidelberg University, 2016 () BibTeX

Empirical Inference Article Distinguishing cause from effect using observational data: methods and benchmarks Mooij, J., Peters, J., Janzing, D., Zscheischler, J., Schölkopf, B. Journal of Machine Learning Research, 17(32):1-102, 2016 (Published) URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Driven colloidal fluids: construction of dynamical density functional theories from exactly solvable limits Scacchi, A., Krüger, M., Brader, J. M. Journal of Physics: Condensed Matter, 28(24), IOP Publishing, Bristol, 2016 () DOI BibTeX

Empirical Inference Probabilistic Numerics Article Dual Control for Approximate Bayesian Reinforcement Learning Klenske, E. D., Hennig, P. Journal of Machine Learning Research, 17(127):1-30, 2016 (Published) PDF URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Dynamics of Novel Photoactive AgCl Microstars and Their Environmental Applications Simmchen, J., Baeza, A., Miguel-Lopez, A., Stanton, M. M., Vallet-Regi, M., Ruiz-Molina, D., Sánchez, S. ChemNanoMat, 3(1):65-71, Wiley, Weinheim, 2016 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Effective Interaction between Active Colloids and Fluid Interfaces Induced by Marangoni Flows Domínguez, A., Malgaretti, P., Popescu, M. N., Dietrich, S. Physical Review Letters, 116(7):078301, American Physical Society, Woodbury, N.Y., 2016 () DOI BibTeX

Empirical Inference Miscellaneous Empirical Inference (2010-2015) Scientific Advisory Board Report, 2016 (Published) pdf BibTeX

Autonomous Motion Conference Paper Ensuring Ethical Behavior from Autonomous Systems Anderson, M., Anderson, S. L., Berenz, V. In Artificial Intelligence Applied to Assistive Technologies and Smart Environments, Papers from the 2016 AAAI Workshop, Phoenix, Arizona, USA, February 12, 2016, 2016 () URL BibTeX

Theory of Inhomogeneous Condensed Matter Article Entropically induced asymmetric passage times of charged tracers across corrugated channels Malgaretti, P., Pagonabarraga, I., Rubi, J. M. The Journal of Chemical Physics, 144(3), American Institute of Physics, Woodbury, N.Y., 2016 () DOI BibTeX

Theory of Inhomogeneous Condensed Matter Article Enzyme Catalysis To Power Micro/Nanomachines Ma, X., Hortelao, A. C., Patino, T., Sanchez, S. ACS Nano, 10(10):9111-9122, American Chemical Society, Washington, DC, 2016 () DOI BibTeX