Sören Laue

Publication Activity (10 Years)

Years Active: 2003-2024
Publications (10 Years): 36

Top Topics

Augmented Lagrangian

Parse Tree Kernel

Convex Constraints

Machine Learning

Top Venues

Publications

Stefan Canzar, Van Hoan Do, Slobodan Jelic, Sören Laue, Domagoj Matijevic, Tomislav Prusina
Metric multidimensional scaling for large single-cell datasets using neural networks. Algorithms Mol. Biol. 19 (1) (2024)
Michaela Regneri, Alhassan Abdelhalim, Sören Laue
Detecting Conceptual Abstraction in LLMs. LREC/COLING (2024)
Michaela Regneri, Alhassan Abdelhalim, Sören Laue
Detecting Conceptual Abstraction in LLMs. CoRR (2024)
Sören Laue, Tomislav Prusina
Efficient Line Search Method Based on Regression and Uncertainty Quantification. CoRR (2024)
Mark Blacher, Julien Klaus, Christoph Staudt, Sören Laue, Viktor Leis, Joachim Giesen
Efficient and Portable Einstein Summation in SQL. Proc. ACM Manag. Data 1 (2) (2023)
Matthias Mitterreiter, Marcel Koch, Joachim Giesen, Sören Laue
Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption. CoRR (2023)
Joachim Giesen, Paul Kahlmeyer, Sören Laue, Matthias Mitterreiter, Frank Nussbaum, Christoph Staudt
Mixed membership Gaussians. J. Multivar. Anal. 195 (2023)
Matthias Mitterreiter, Marcel Koch, Joachim Giesen, Sören Laue
Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption. AAAI (2023)
Julien Klaus, Niklas Merk, Konstantin Wiedom, Sören Laue, Joachim Giesen
Convexity Certificates from Hessians. NeurIPS (2022)
Mark Blacher, Joachim Giesen, Sören Laue, Julien Klaus, Viktor Leis
Machine Learning, Linear Algebra, and More: Is SQL All You Need? CIDR (2022)
Sören Laue, Mark Blacher, Joachim Giesen
Optimization for Classical Machine Learning Problems on the GPU. AAAI (2022)
Sören Laue, Mark Blacher, Joachim Giesen
Optimization for Classical Machine Learning Problems on the GPU. CoRR (2022)
Julien Klaus, Niklas Merk, Konstantin Wiedom, Sören Laue, Joachim Giesen
Convexity Certificates from Hessians. CoRR (2022)
Joachim Giesen, Paul Kahlmeyer, Sören Laue, Matthias Mitterreiter, Frank Nussbaum, Christoph Staudt, Sina Zarrieß
Method of Moments for Topic Models with Mixed Discrete and Continuous Features. IJCAI (2021)
Joachim Giesen, Sören Laue, Matthias Mitterreiter
Optimization frameworks for machine learning: Examples and case study. it Inf. Technol. 62 (3-4) (2020)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
A Simple and Efficient Tensor Calculus for Machine Learning. CoRR (2020)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
A Simple and Efficient Tensor Calculus. AAAI (2020)
Mark Blacher, Joachim Giesen, Sören Laue, Julien Klaus, Matthias Mitterreiter
Fast Entity Resolution With Mock Labels and Sorted Integer Sets. DI2KG@VLDB (2020)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
GENO - Optimization for Classical Machine Learning Made Fast and Easy. AAAI (2020)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
A Simple and Efficient Tensor Calculus for Machine Learning. Fundam. Informaticae 177 (2) (2020)
Joachim Giesen, Sören Laue
Combining ADMM and the Augmented Lagrangian Method for Efficiently Handling Many Constraints. IJCAI (2019)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
MatrixCalculus.org - Computing Derivatives of Matrix and Tensor Expressions. ECML/PKDD (3) (2019)
Sören Laue
On the Equivalence of Forward Mode Automatic Differentiation and Symbolic Differentiation. CoRR (2019)
Van Hoan Do, Mislav Blazevic, Pablo Monteagudo, Luka Borozan, Khaled M. Elbassioni, Sören Laue, Francisca Rojas Ringeling, Domagoj Matijevic, Stefan Canzar
Dynamic Pseudo-time Warping of Complex Single-Cell Trajectories. RECOMB (2019)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
GENO - GENeric Optimization for Classical Machine Learning. CoRR (2019)
Joachim Giesen, Sören Laue, Andreas Löhne, Christopher Schneider
Using Benson's Algorithm for Regularization Parameter Tracking. AAAI (2019)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
GENO - GENeric Optimization for Classical Machine Learning. NeurIPS (2019)
Joachim Giesen, Julien Klaus, Sören Laue, Ferdinand Schreck
Visualization Support for Developing a Matrix Calculus Algorithm: A Case Study. Comput. Graph. Forum 38 (3) (2019)
Thomas Bläsius, Tobias Friedrich, Anton Krohmer, Sören Laue
Efficient Embedding of Scale-Free Graphs in the Hyperbolic Plane. IEEE/ACM Trans. Netw. 26 (2) (2018)
Sören Laue, Matthias Mitterreiter, Joachim Giesen
Computing Higher Order Derivatives of Matrix and Tensor Expressions. NeurIPS (2018)
Stefan Funke, Sören Laue, Sabine Storandt
Personal Routes with High-Dimensional Costs and Dynamic Approximation Guarantees. SEA (2017)
Joachim Giesen, Sören Laue
Distributed Convex Optimization with Many Convex Constraints. CoRR (2016)
Thomas Bläsius, Tobias Friedrich, Anton Krohmer, Sören Laue
Efficient Embedding of Scale-Free Graphs in the Hyperbolic Plane. ESA (2016)
Moritz von Looz, Mustafa Özdayi, Sören Laue, Henning Meyerhenke
Generating massive complex networks with hyperbolic geometry faster in practice. CoRR (2016)
Moritz von Looz, Mustafa Safa Özdayi, Sören Laue, Henning Meyerhenke
Generating massive complex networks with hyperbolic geometry faster in practice. HPEC (2016)
Stefan Funke, Sören Laue, Sabine Storandt
Deducing individual driving preferences for user-aware navigation. SIGSPATIAL/GIS (2016)
Slobodan Jelic, Sören Laue, Domagoj Matijevic, Patrick Wijerama
A Fast Parallel Implementation of a PTAS for Fractional Packing and Covering Linear Programs. Int. J. Parallel Program. 43 (5) (2015)
Katharina Blechschmidt, Joachim Giesen, Sören Laue
Tracking Approximate Solutions of Parameterized Optimization Problems over Multi-Dimensional (Hyper-)Parameter Domains. ICML (2015)
Joachim Giesen, Sören Laue, Jens K. Müller
Reconstructing a Sparse Solution from a Compressed Support Vector Machine. MACIS (2015)
Joachim Giesen, Sören Laue, Lars Kuehne
Sketching the Support of a Probability Measure. AISTATS (2014)
Joachim Giesen, Sören Laue, Patrick Wieschollek
Robust and Efficient Kernel Hyperparameter Paths with Guarantees. ICML (2014)
Sören Laue
A Hybrid Algorithm for Convex Semidefinite Optimization. ICML (2012)
Sören Laue
A Hybrid Algorithm for Convex Semidefinite Optimization CoRR (2012)
Joachim Giesen, Martin Jaggi, Sören Laue
Optimizing over the Growing Spectrahedron. ESA (2012)
Joachim Giesen, Jens K. Müller, Sören Laue, Sascha Swiercy
Approximating Concavely Parameterized Optimization Problems. NIPS (2012)
Joachim Giesen, Martin Jaggi, Sören Laue
Regularization Paths with Guarantees for Convex Semidefinite Optimization. AISTATS (2012)
Joachim Giesen, Martin Jaggi, Sören Laue
Approximating parameterized convex optimization problems. ACM Trans. Algorithms 9 (1) (2012)
Georgiana Dinu, Stefan Thater, Sören Laue
A comparison of models of word meaning in context. HLT-NAACL (2012)
Stefan Funke, Sören Laue, Zvi Lotker, Rouven Naujoks
Power assignment problems in wireless communication: Covering points by disks, reaching few receivers quickly, and energy-efficient travelling salesman tours. Ad Hoc Networks 9 (6) (2011)
Joachim Giesen, Martin Jaggi, Sören Laue
Approximating Parameterized Convex Optimization Problems. ESA (1) (2010)
Sören Laue, Domagoj Matijevic
Approximating k-hop minimum spanning trees in Euclidean metrics. Inf. Process. Lett. 107 (3-4) (2008)
Stefan Funke, Sören Laue, Rouven Naujoks, Zvi Lotker
Power Assignment Problems in Wireless Communication: Covering Points by Disks, Reaching few Receivers Quickly, and Energy-Efficient Travelling Salesman Tours. DCOSS (2008)
Sören Laue
. STACS (2008)
Sören Laue
Geometric Set Cover and Hitting Sets for Polytopes in $R^3$ CoRR (2008)
Stefan Funke, Sören Laue
Bounded-Hop Energy-Efficient Broadcast in Low-Dimensional Metrics Via Coresets. STACS (2007)
Stefan Funke, Sören Laue, Rouven Naujoks
Minimum-Energy Broadcast with Few Senders. DCOSS (2007)
Sören Laue, Domagoj Matijevic
Approximating k-hop Minimum Spanning Trees in Euclidean Metrics. CCCG (2007)
Stefan Funke, Sören Laue, Zvi Lotker, Rouven Naujoks
Power Assignment Problems in Wireless Communication CoRR (2006)
Friedrich Eisenbrand, Sören Laue
A linear algorithm for integer programming in the plane. Math. Program. 102 (2) (2005)
Friedrich Eisenbrand, Sören Laue
A Faster Algorithm for Two-Variable Integer Programming. ISAAC (2003)