Scenario Reduction for Distributionally Robust Optimization

Authors: Aigner, Kevin-Martin, Denzler, Sebastian, Liers, Frauke, Pokutta, Sebastian, Sharma, Kartikey

Subject Terms: Mathematics - Optimization and Control, 49

Access URL: http://arxiv.org/abs/2503.11484

Approximating Latent Manifolds in Neural Networks via Vanishing Ideals

Authors: Pelleriti, Nico, Zimmer, Max, Wirth, Elias, Pokutta, Sebastian

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2502.15051

Mixed-Integer Optimization for Loopless Flux Distributions in Metabolic Networks

Authors: Troppens, Hannah, Besançon, Mathieu, Wilken, St. Elmo, Pokutta, Sebastian

Subject Terms: Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2502.00807

Capturing Temporal Dynamics in Large-Scale Canopy Tree Height Estimation

Authors: Pauls, Jan, Zimmer, Max, Turan, Berkant, Saatchi, Sassan, Ciais, Philippe, Pokutta, Sebastian, Gieseke, Fabian

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Computer Vision and Pattern Recognition

Access URL: http://arxiv.org/abs/2501.19328

Neural Discovery in Mathematics: Do Machines Dream of Colored Planes?

Authors: Mundinger, Konrad, Zimmer, Max, Kiem, Aldo, Spiegel, Christoph, Pokutta, Sebastian

Subject Terms: Computer Science - Machine Learning, Mathematics - Combinatorics

Access URL: http://arxiv.org/abs/2501.18527

Implicit Riemannian Optimism with Applications to Min-Max Problems

Authors: Roux, Christophe, Martínez-Rubio, David, Pokutta, Sebastian

Subject Terms: Mathematics - Optimization and Control, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.18381

Secant Line Search for Frank-Wolfe Algorithms

Authors: Hendrych, Deborah, Besançon, Mathieu, Martínez-Rubio, David, Pokutta, Sebastian

Subject Terms: Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2501.18775

Beyond Short Steps in Frank-Wolfe Algorithms

Authors: Martínez-Rubio, David, Pokutta, Sebastian

Subject Terms: Mathematics - Optimization and Control, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2501.18773

Improved algorithms and novel applications of the FrankWolfe.jl library

Authors: Besançon, Mathieu, Designolle, Sébastien, Halbey, Jannis, Hendrych, Deborah, Kuzinowicz, Dominik, Pokutta, Sebastian, Troppens, Hannah, Herrmannsdoerfer, Daniel Viladrich, Wirth, Elias

Subject Terms: Mathematics - Optimization and Control, Computer Science - Mathematical Software

Access URL: http://arxiv.org/abs/2501.14613

State-of-the-art Methods for Pseudo-Boolean Solving with SCIP

Authors: Mexi, Gioni, Kamp, Dominik, Shinano, Yuji, Pu, Shanwen, Hoen, Alexander, Bestuzheva, Ksenia, Hojny, Christopher, Walter, Matthias, Pfetsch, Marc E., Pokutta, Sebastian, Koch, Thorsten

Subject Terms: Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2501.03390

Human-AI Co-Creativity: Exploring Synergies Across Levels of Creative Collaboration

Authors: Haase, Jennifer, Pokutta, Sebastian

Subject Terms: Computer Science - Human-Computer Interaction

Access URL: http://arxiv.org/abs/2411.12527

S-CFE: Simple Counterfactual Explanations

Authors: Sadiku, Shpresim, Wagner, Moritz, Nagarajan, Sai Ganesh, Pokutta, Sebastian

Subject Terms: Computer Science - Machine Learning, Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2410.15723

The Good, the Bad and the Ugly: Watermarks, Transferable Attacks and Adversarial Defenses

Authors: Głuch, Grzegorz, Turan, Berkant, Nagarajan, Sai Ganesh, Pokutta, Sebastian

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Computer Science - Cryptography and Security, 68T01, 94A60, 91A99

Access URL: http://arxiv.org/abs/2410.08864

Flexible block-iterative analysis for the Frank-Wolfe algorithm

Authors: Braun, Gábor, Pokutta, Sebastian, Woodstock, Zev

Subject Terms: Mathematics - Optimization and Control, 49M27, 49M37, 65K05, 90C26, 90C30

Access URL: http://arxiv.org/abs/2409.06931

Better bounds on Grothendieck constants of finite orders

Authors: Designolle, Sébastien, Vértesi, Tamás, Pokutta, Sebastian

Subject Terms: Mathematics - Optimization and Control, Quantum Physics

Access URL: http://arxiv.org/abs/2409.03739

The Pivoting Framework: Frank-Wolfe Algorithms with Active Set Size Control

Authors: Wirth, Elias, Besançon, Mathieu, Pokutta, Sebastian

Subject Terms: Mathematics - Optimization and Control

Access URL: http://arxiv.org/abs/2407.11760

Fast convergence of Frank-Wolfe algorithms on polytopes

Authors: Wirth, Elias, Pena, Javier, Pokutta, Sebastian

Subject Terms: Mathematics - Optimization and Control, 90C25, 90C52

Access URL: http://arxiv.org/abs/2406.18789

Estimating Canopy Height at Scale

Authors: Pauls, Jan, Zimmer, Max, Kelly, Una M., Schwartz, Martin, Saatchi, Sassan, Ciais, Philippe, Pokutta, Sebastian, Brandt, Martin, Gieseke, Fabian

Subject Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2406.01076

Extending the Continuum of Six-Colorings

Authors: Mundinger, Konrad, Pokutta, Sebastian, Spiegel, Christoph, Zimmer, Max

Subject Terms: Mathematics - Combinatorics

Access URL: http://arxiv.org/abs/2404.05509

Neural Parameter Regression for Explicit Representations of PDE Solution Operators

Authors: Mundinger, Konrad, Zimmer, Max, Pokutta, Sebastian

Subject Terms: Computer Science - Machine Learning, Mathematics - Numerical Analysis

Access URL: http://arxiv.org/abs/2403.12764