@conference {694,
	title = {Paths and Ambient Spaces in Neural Loss Landscapes},
	booktitle = {Proceedings of The 28th International Conference on Artificial Intelligence and Statistics},
	year = {2025},
	month = {03{\textendash}05 May},
	pages = {10{\textendash}18},
	publisher = {PMLR},
	organization = {PMLR},
	abstract = {Understanding the structure of neural network loss surfaces, particularly the emergence of low-loss tunnels, is critical for advancing neural network theory and practice. In this paper, we propose a novel approach to directly embed loss tunnels into the loss landscape of neural networks. Exploring the properties of these loss tunnels offers new insights into their length and structure and sheds light on some common misconceptions. We then apply our approach to Bayesian neural networks, where we improve subspace inference by identifying pitfalls and proposing a more natural prior that better guides the sampling procedure.},
	url = {https://proceedings.mlr.press/v258/dold25a.html},
	author = {Dold, Daniel and Kobialka, Julius and Palm, Nicolai and Sommer, Emanuel and R{\"u}gamer, David and D{\"u}rr, Oliver},
	editor = {Li, Yingzhen and Mandt, Stephan and Agrawal, Shipra and Khan, Emtiyaz}
}
@conference {690,
	title = {3D-Extended Object Tracking and Shape Classification with a Lidar Sensor using Random Matrices and Virtual Measurement Models},
	booktitle = {27th International Conference on Information Fusion (FUSION)},
	year = {2024},
	pages = {1-8},
	publisher = {IEEE},
	organization = {IEEE},
	address = {Venice, Italy},
	doi = {10.23919/FUSION59988.2024.10706411},
	author = {Patrick Hoher and Tim Baur and Johannes Reuter and Dennis Griesser and Felix Govaers and Wolfgang Koch}
}
@article {704,
	title = {Bernstein flows for flexible posteriors in variational Bayes},
	journal = {AStA Advances in Statistical Analysis},
	volume = {108},
	year = {2024},
	pages = {375{\textendash}394},
	issn = {1863-818X},
	doi = {10.1007/s10182-024-00497-z},
	url = {http://dx.doi.org/10.1007/s10182-024-00497-z},
	author = {D{\"u}rr, Oliver and H{\"o}rtling, Stefan and Dold, Danil and Kovylov, Ivonne and Sick, Beate}
}
@article {706,
	title = {Estimating Conditional Distributions with Neural Networks Using R Package deeptrafo},
	journal = {Journal of Statistical Software},
	volume = {111},
	year = {2024},
	issn = {1548-7660},
	doi = {10.18637/jss.v111.i10},
	url = {http://dx.doi.org/10.18637/jss.v111.i10},
	author = {Kook, Lucas and Baumann, Philipp F. M. and D{\"u}rr, Oliver and Sick, Beate and R{\"u}gamer, David}
}
@article {680,
	title = {Deep transformation models for functional outcome prediction after acute ischemic stroke},
	journal = {Biometrical Journal},
	volume = {65},
	year = {2023},
	pages = {2100379},
	author = {Herzog, Lisa and Kook, Lucas and G{\"o}tschi, Andrea and Petermann, Katrin and H{\"a}nsel, Martin and Hamann, Janne and D{\"u}rr, Oliver and Wegener, Susanne and Sick, Beate}
}
@conference {675,
	title = {Extended Target Tracking With a Lidar Sensor Using Random Matrices and a Gaussian Processes Regression Model},
	booktitle = { International Conference on Information Fusion (FUSION)},
	year = {2023},
	pages = {1-8},
	publisher = {IEEE},
	organization = {IEEE},
	address = {Charleston, SC, USA},
	doi = {10.23919/FUSION52260.2023.10224159},
	author = {Patrick Hoher and Johannes Reuter and Daniel Dold and Dennis Griesser and Felix Govaers and Wolfgang Koch}
}
@article {684,
	title = {Deep and interpretable regression models for ordinal outcomes},
	journal = {Pattern Recognition},
	volume = {122},
	year = {2022},
	pages = {108263},
	author = {Kook, Lucas and Herzog, Lisa and Hothorn, Torsten and D{\"u}rr, Oliver and Sick, Beate}
}
@article {708,
	title = {Design and Calibration of Plane Mirror Setups for Mobile Robots with a 2D-Lidar},
	journal = {Sensors},
	volume = {22},
	year = {2022},
	pages = {7830},
	issn = {1424-8220},
	doi = {10.3390/s22207830},
	url = {http://dx.doi.org/10.3390/s22207830},
	author = {Kibii, James E. and Dreher, Andreas and Wormser, Paul L. and Gimpel, Hartmut}
}
@proceedings {626,
	title = {Damage Detection for Port Infrastructure by Means of Machine-Learning-Algorithms},
	year = {2020},
	month = {04/2020},
	author = {Frederic Hake and Matthias Hermann and Hamza Alkhatib and Christian Hesse and Karsten Holste and Georg Umlauf and Gael Kermarrec and Ingo Neumann}
}
@article {639,
	title = {Deep and interpretable regression models for ordinal outcomes},
	journal = {arXiv preprint},
	year = {2020},
	pages = {2010.08376},
	author = {Lucas Kook and Lisa Herzog and Torsten Hothorn and Oliver D{\"u}rr and Beate Sick}
}
@article {638,
	title = {Ordinal neural network transformation models: deep and interpretable regression models for ordinal outcomes},
	journal = {arXiv e-prints},
	year = {2020},
	pages = {2010.08376},
	author = {Lucas Kook and Lisa Herzog and Torsten Hothorn and Oliver D{\"u}rr and Beate Sick}
}
@conference {597,
	title = {Visualization-Assisted Development of Deep Learning Models in Offline Handwriting Recognition},
	booktitle = {Visualization in Data Science (VDS at IEEE VIS) 2018},
	year = {2018},
	publisher = {IEEE},
	organization = {IEEE},
	address = {Berlin/Germany},
	author = {Martin Schall and Dominik Sacha and Manuel Stein and M O Franz and Daniel A. Keim}
}
@conference {666,
	title = {Analyzing environmental conditions and vital signs to increase healthy living},
	booktitle = {Mobile Networks for Biometric Data Analysis},
	year = {2016},
	author = {R Seepold and C Dermati and A Kostka and L Pfeil and R Lange and Hermann, Matthias and B Martinez}
}
@article {Schuldt2015,
	title = {Design of a dual species atom interferometer for space},
	journal = {Experimental Astronomy},
	volume = {39},
	number = {2},
	year = {2015},
	pages = {167-206},
	doi = {10.1007/s10686-014-9433-y},
	author = {Schuldt, T and Schubert, C and Krutzik, M and Bote, L and Gaaloul, N and Hartwig, J and Ahlers, H and Herr, W and Posso-Trujillo, K and Rudolph, J and Seidel, S and Wendrich, T and Ertmer, W and Herrmann, S and Kubelka-Lange, A and Milke, A and Rievers, B and Rocco, E and Hinton, A and Bongs, K and Oswald, M and M O Franz and Hauth, M and Peters, A and Bawamia, A and Wicht, A and Battelier, B and Bertoldi, A and Bouyer, P and Landragin, A and Massonnet, D and L{\'e}v{\`e}que, T and Wenzlawski, A and Hellmig, O and Windpassinger, P and Sengstock, K and von Klitzing, W and Chaloner, C and Summers, D and Ireland, P and Mateos, I and Sopuerta, C F and Sorrentino, F and Tino, G M and Williams, M and Trenkel, C and Gerardi, D and Chwalla, M and Burkhardt, J and Johann, U and Heske, A and Wille, E and Gehler, M and Cacciapuoti, L and G{\"u}rlebeck, N and Braxmaier, C and Rasel, E}
}
@article {franzini2015gene,
	title = {Gene expression signatures predictive of bevacizumab/erlotinib therapeutic benefit in advanced non-squamous non-small cell lung cancer patients (SAKK 19/05 trial)},
	journal = {Clinical Cancer Research},
	year = {2015},
	pages = {clincanres{\textendash}{\textendash}3135},
	publisher = {American Association for Cancer Research},
	author = {Franzini, Anca and Baty, Florent and Macovei, Ina I and D{\"u}rr, Oliver and Droege, Cornelia and Betticher, Daniel and Grigoriu, Bogdan D and Klingbiel, Dirk and Zappa, Francesco and Brutsche, Martin}
}
@article {Aguilera2014,
	title = {{STE-QUEST} {\textemdash} {Test} of the universality of free fall using cold atom interferometry},
	journal = {Classical and Quantum Gravity},
	volume = {31},
	number = {11},
	year = {2014},
	pages = {115010},
	author = {D N Aguilera and H Ahlers and B Battelier and A Bawamia and A Bertoldi and R Bondarescu and K Bongs and P Bouyer and C Braxmaier and L Cacciapuoti and C Chaloner and M Chwalla and W Ertmer and M O Franz and N Gaaloul and M Gehler and D Gerardi and L Gesa and N G{\"u}rlebeck and J Hartwig and M Hauth and O Hellmig and W Herr and S Herrmann and A Heske and A Hinton and P Ireland and P Jetzer and U Johann and M Krutzik and A Kubelka and C L{\"a}mmerzahl and A Landragin and I Lloro and D Massonnet and I Mateos and A Milke and M Nofrarias and M Oswald and A Peters and K Posso-Trujillo and E Rasel and E Rocco and A Roura and J Rudolph and W Schleich and C Schubert and T Schuldt and S Seidel and K Sengstock and C F Sopuerta and F Sorrentino and D Summers and G M Tino and C Trenkel and N Uzunoglu and W von Klitzing and R Walser and T Wendrich and A Wenzlawski and P We{\ss}els and A Wicht and E Wille and M Williams and P Windpassinger and N Zahzam}
}
@conference {Schuldt2013,
	title = {A compact high-performance frequency reference for space applications},
	booktitle = {{29th Intl. Symposium on Space Technology and Science (ISTS 2013), Nagoya (Japan)}},
	year = {2013},
	author = {Schuldt, T and D{\"o}ringshoff, K and St{\"u}hler, J and Kovalchuk, E and M O Franz and Gohlke, M and Weise, D and Johann, U and Peters, A and Braxmaier, C}
}
@article {Kienzle2009,
	title = {Center-surround patterns emerge as optimal predictors for human saccade targets},
	journal = {J. of Vision},
	volume = {9},
	number = {5},
	year = {2009},
	pages = {1{\textendash}15},
	doi = {10.1167/9.5.7.Introduction},
	author = {Kienzle, W and M O Franz and Sch{\"o}lkopf, B}
}
@conference {Kie07b,
	title = {Center-surround filters emerge from optimizing predictivity in a free-viewing task},
	booktitle = {{Proc. of the Computational and Systems Neuroscience Meeting 2007 (COSYNE 2007)}},
	year = {2007},
	author = {W Kienzle and F A Wichmann and B Sch{\"o}lkopf and M O Franz}
}
@conference {Kienzle2007a,
	title = {How to find interesting locations in video: a spatiotemporal interest point detector learned from human eye movements},
	booktitle = {{Lecture Notes in Computer Science: Pattern Recognition (DAGM 2007)}},
	year = {2007},
	pages = {405{\textendash}417},
	publisher = {Springer},
	organization = {Springer},
	address = {Heidelberg},
	author = {Kienzle, W and Sch{\"o}lkopf, B and Wichmann, F A and M O Franz}
}
@conference {Kie07c,
	title = {Learning the influence of spatio-temporal variations in local image structure on visual saliency},
	booktitle = {{Proc. 10.~T{\"u}binger Wahr\-neh\-mungs\-konferenz (TWK 2007)}},
	year = {2007},
	pages = {63},
	publisher = {Knirsch},
	organization = {Knirsch},
	address = {Kirchentellinsfurt},
	author = {W Kienzle and F A Wichmann and B Sch{\"o}lkopf and M O Franz},
	editor = {H.~H. B{\"u}lthoff and A. Chatziastros and H.~A. Mallot and R. Ulrich}
}
@conference {Kie07a,
	title = {Nonlinear receptive field analysis: making kernel methods interpretable},
	booktitle = {{Proc. of the Computational and Systems Neuroscience Meeting 2007 (COSYNE 2007)}},
	year = {2007},
	author = {W Kienzle and J H Macke and F A Wichmann and B Sch{\"o}lkopf and M O Franz}
}
@conference {Kienzle2007,
	title = {A nonparametric approach to bottom-up visual saliency},
	booktitle = {{Advances in Neural Information Processing Systems 19}},
	volume = {19},
	year = {2007},
	pages = {689{\textendash}696},
	publisher = {MIT Press},
	organization = {MIT Press},
	address = {Cambridge, MA},
	author = {Kienzle, W and Wichmann, F A and Sch{\"o}lkopf, B and M O Franz},
	editor = {Sch{\"o}lkopf, B. and Platt, J. and Hoffmann, T.}
}
@conference {Kie_ea_06,
	title = {Learning an interest operator from human eye movements},
	booktitle = {{Beyond Patches Workshop, Intl. Conf. on Computer Vision and Pattern Recognition}},
	year = {2006},
	pages = {1{\textendash}8},
	publisher = {IEEE Computer Society},
	organization = {IEEE Computer Society},
	author = {Kienzle, W and Wichmann, F A and Sch{\"o}lkopf, B and M O Franz},
	editor = {C. Schmid and S. Soatto and Tomasi, C}
}
@conference {Kie06a,
	title = {Learning eye movements},
	booktitle = {{Proc. Sensory Coding and the Natural Environment 2006}},
	year = {2006},
	author = {W Kienzle and F A Wichmann and B Sch{\"o}lkopf and M O Franz}
}
@conference {189,
	title = {Natural neighbor interpolation and order of continuity},
	booktitle = {GI Lecture Notes in Informatics, Visualization of Large and Unstructured Data Sets},
	year = {2006},
	author = {Tom Bobach and Georg Umlauf},
	editor = {H.~Hagen and A.~Kerren and P.~Dannenmann}
}
@conference {211,
	title = {Topographic distance functions for interpolation of meteorological data},
	booktitle = {GI Lecture Notes in Informatics, Visualization of Large and Unstructured Data Sets},
	year = {2006},
	author = {Burkhard Lehner and Georg Umlauf and Bernd Hamann and Susan Ustin},
	editor = {H.~Hagen and A.~Kerren and P.~Dannenmann}
}
@conference {Kie_ea_05a,
	title = {Face detection {\textendash} efficient and rank deficient},
	booktitle = {{Advances in Neural Information Processing Systems 17}},
	year = {2005},
	pages = {673{\textendash}680},
	publisher = {MIT Press},
	organization = {MIT Press},
	author = {W Kienzle and G H Bak{\i}r and M O Franz and B Sch{\"o}lkopf},
	editor = {Saul, L K and Y Weiss and L Bottou}
}
@article {KimFraSch05,
	title = {Iterative kernel principal component analysis for image modeling},
	journal = {IEEE Trans. PAMI},
	volume = {27},
	number = {9},
	year = {2005},
	pages = {1351~{\textendash}~1366},
	author = {K I Kim and M O Franz and B Sch{\"o}lkopf}
}
@conference {Kie05a,
	title = {Learning an interest operator from eye movements},
	booktitle = {{Proc. Workshop on Bioinspired Information Processing 2005}},
	year = {2005},
	author = {W Kienzle and F A Wichmann and B Sch{\"o}lkopf and M O Franz}
}
@conference {Kienzle2004,
	title = {Efficient approximations for support vector machines for object detection},
	booktitle = {{Pattern Recognition, Proc. of the 26th DAGM Symposium}},
	year = {2004},
	pages = {54{\textendash}61},
	publisher = {Springer},
	organization = {Springer},
	address = {Berlin},
	author = {Kienzle, W and Bak{\i}r, G H and M O Franz},
	editor = {Rasmussen, C E and B{\"u}lthoff, H H and Giese, M A}
}
@article {Franz2004,
	title = {Insect-inspired estimation of egomotion.},
	journal = {Neural Computation},
	volume = {16},
	number = {11},
	year = {2004},
	pages = {2245{\textendash}60},
	doi = {10.1162/0899766041941899},
	author = {M O Franz and Chahl, J S and Krapp, H G}
}
@conference {Kim2004,
	title = {Kernel {Hebbian} algorithm for single-frame super-resolution},
	booktitle = {{Statistical Learning in Computer Vision (SLCV 2004), ECCV 2004 Workshop, Prague}},
	year = {2004},
	pages = {135{\textendash}149},
	author = {Kim, K I and M O Franz and Sch{\"o}lkopf, B}
}
@conference {FraKwoRasSch04,
	title = {Semi-supervised kernel regression using whitened function classes},
	booktitle = {{Pattern Recognition, Proc.\ 26th DAGM Symposium}},
	series = {LNCS},
	volume = {3175},
	year = {2004},
	pages = {18~{\textendash}~26},
	publisher = {Springer},
	organization = {Springer},
	address = {Berlin},
	author = {M O Franz and Kwon, Y and Rasmussen, C E and Sch{\"o}lkopf, B},
	editor = {C.~E. Rasmussen and H.~H. B{\"u}lthoff and M.~A. Giese and B. Sch{\"o}lkopf}
}
@conference {Ilg2003,
	title = {Hierarchical spatio-temporal morphable models for representation of complex movements for imitation learning},
	booktitle = {{Proc. of the 11th International Conference on Advanced Robotics}},
	volume = {2},
	year = {2003},
	pages = {453{\textendash}458},
	publisher = {University of Coimbra},
	organization = {University of Coimbra},
	address = {Coimbra},
	author = {Ilg, W and Bak{\i}r, G H and M O Franz and Giese, M A},
	editor = {Nunes, U and de Almeida, A and Bejczy, A and Kosuge, K and Machado, J}
}
@inbook {DahFraKra01,
	title = {Extracting egomotion from optic flow: limits of accuracy and neural matched filters},
	booktitle = {{Motion Vision: Computational, Neural and Ecological Constraints}},
	year = {2001},
	pages = {143-168},
	publisher = {Springer},
	organization = {Springer},
	address = {Berlin},
	author = {Dahmen, H.-J and M O Franz and Krapp, H G},
	editor = {J M Zanker and J Zeil}
}
@article {FraKra00,
	title = {Wide-field, motion-sensitive neurons and matched filters for optic flow fields},
	journal = {Biol.~Cybern.},
	volume = {83},
	year = {2000},
	pages = {185~{\textendash}~197},
	author = {M O Franz and Krapp, H G}
}
@conference {FraHenKra98,
	title = {{VS-neurons} as matched filters for self-motion-induced optic flow fields},
	booktitle = {{New Neuroethology on the Move}},
	series = {{Proc. 26th G{\"o}ttingen Neurobiolgy Conf.}},
	volume = {II},
	year = {1998},
	pages = {419},
	publisher = {Thieme},
	organization = {Thieme},
	address = {Stuttgart},
	author = {M O Franz and Hengstenberg, R and Krapp, H G},
	editor = {N Elsner and R Wehner}
}
