Sören Becker

Publication Activity (10 Years)

Years Active: 2016-2024
Publications (10 Years): 43

Top Topics

Differential Equations

Artificial Intelligence

Computing Environments

Top Venues

ACSOS Companion

Publications

Sören Becker, Johanna Vielhaben, Marcel Ackermann, Klaus-Robert Müller, Sebastian Lapuschkin, Wojciech Samek
AudioMNIST: Exploring Explainable Artificial Intelligence for audio analysis on a simple benchmark. J. Frankl. Inst. 361 (1) (2024)
Stéphane d'Ascoli, Sören Becker, Philippe Schwaller, Alexander Mathis, Niki Kilbertus
ODEFormer: Symbolic Regression of Dynamical Systems with Transformers. ICLR (2024)
Stéphane d'Ascoli, Sören Becker, Alexander Mathis, Philippe Schwaller, Niki Kilbertus
ODEFormer: Symbolic Regression of Dynamical Systems with Transformers. CoRR (2023)
Sören Becker, Michal Klein, Alexander Neitz, Giambattista Parascandolo, Niki Kilbertus
Predicting Ordinary Differential Equations with Transformers. CoRR (2023)
Sören Becker, Michal Klein, Alexander Neitz, Giambattista Parascandolo, Niki Kilbertus
Predicting Ordinary Differential Equations with Transformers. ICML (2023)
Daniel Habenicht, Kevin Kreutz, Sören Becker, Jonathan Bader, Lauritz Thamsen, Odej Kao
SyncMesh: Improving Data Locality for Function-as-a-Service in Meshed Edge Networks. CoRR (2022)
Dominik Scheinert, Babak Sistani Zadeh Aghdam, Sören Becker, Odej Kao, Lauritz Thamsen
Probabilistic Time Series Forecasting for Adaptive Monitoring in Edge Computing Environments. CoRR (2022)
Jonathan Bader, Nicolas Zunker, Sören Becker, Odej Kao
Leveraging Reinforcement Learning for Task Resource Allocation in Scientific Workflows. CoRR (2022)
Sören Becker, Tobias Pfandzelter, Nils Japke, David Bermbach, Odej Kao
Network Emulation in Large-Scale Virtual Edge Testbeds: A Note of Caution and the Way Forward. CoRR (2022)
Sören Becker, Kevin Styp-Rekowski, Oliver Vincent Leon Stoll, Odej Kao
Federated Learning for Autoencoder-based Condition Monitoring in the Industrial Internet of Things. CoRR (2022)
Daniel Habenicht, Kevin Kreutz, Sören Becker, Jonathan Bader, Lauritz Thamsen, Odej Kao
SyncMesh: improving data locality for function-as-a-service in meshed edge networks. EdgeSys@EuroSys (2022)
Sören Becker, Dominik Scheinert, Florian Schmidt, Odej Kao
Efficient Runtime Profiling for Black-box Machine Learning Services on Sensor Streams. CoRR (2022)
Jonathan Bader, Kevin Styp-Rekowski, Leon Doehler, Sören Becker, Odej Kao
Macaw: The Machine Learning Magnetometer Calibration Workflow. CoRR (2022)
Ozan Yakar, Burkay Uzlu, Daniel S. Schneider, Annika Grundmann, Sören Becker, Jan S. Niehaus, Hendrik Schlicke, Michael Heuken, Holger Kalisch, Andrei Vescan, Zhenxing Wang, Max C. Lemme
MoS2/Quantum Dot Hybrid Photodetectors on Flexible Substrates. DRC (2022)
Jonathan Bader, Joel Witzke, Sören Becker, Ansgar Lößer, Fabian Lehmann, Leon Doehler, Anh Duc Vu, Odej Kao
Towards Advanced Monitoring for Scientific Workflows. CoRR (2022)
Dominik Scheinert, Sören Becker, Jonathan Bader, Lauritz Thamsen, Jonathan Will, Odej Kao
Perona: Robust Infrastructure Fingerprinting for Resource-Efficient Big Data Analytics. CoRR (2022)
Sören Becker, Dominik Scheinert, Florian Schmidt, Odej Kao
Efficient Runtime Profiling for Black-box Machine Learning Services on Sensor Streams. ICFEC (2022)
Sören Becker, Michal Klein, Alexander Neitz, Giambattista Parascandolo, Niki Kilbertus
Discovering ordinary differential equations that govern time-series. CoRR (2022)
Sören Becker, Tobias Pfandzelter, Nils Japke, David Bermbach, Odej Kao
Network Emulation in Large-Scale Virtual Edge Testbeds: A Note of Caution and the Way Forward. IC2E (2022)
Fabian Lehmann, David Frantz, Sören Becker, Ulf Leser, Patrick Hostert
FORCE on Nextflow: Scalable Analysis of Earth Observation Data on Commodity Clusters. CIKM Workshops (2021)
Ana Juan Ferrer, Sören Becker, Florian Schmidt, Lauritz Thamsen, Odej Kao
Towards a Cognitive Compute Continuum: An Architecture for Ad-Hoc Self-Managed Swarms. CoRR (2021)
Sören Becker, Florian Schmidt, Odej Kao
EdgePier: P2P-based Container Image Distribution in Edge Computing Environments. IPCCC (2021)
Sören Becker, Florian Schmidt, Anton Gulenko, Alexander Acker, Odej Kao
Towards AIOps in Edge Computing Environments. CoRR (2021)
Sören Becker, Florian Schmidt, Odej Kao
EdgePier: P2P-based Container Image Distribution in Edge Computing Environments. CoRR (2021)
Jasmin Bogatinovski, Sasho Nedelkoski, Alexander Acker, Florian Schmidt, Thorsten Wittkopp, Sören Becker, Jorge Cardoso, Odej Kao
Artificial Intelligence for IT Operations (AIOPS) Workshop White Paper. CoRR (2021)
Sören Becker, Thomas Wiegand, Sebastian Bosse
Curiously Effective Features For Image Quality Prediction. ICIP (2021)
Ana Juan Ferrer, Sören Becker, Florian Schmidt, Lauritz Thamsen, Odej Kao
Towards a Cognitive Compute Continuum: An Architecture for Ad-Hoc Self-Managed Swarms. CCGRID (2021)
Sören Becker, Florian Schmidt, Lauritz Thamsen, Ana Juan Ferrer, Odej Kao
LOS: Local-Optimistic Scheduling of Periodic Model Training For Anomaly Detection on Sensor Data Streams in Meshed Edge Networks. ACSOS (2021)
Sören Becker, Florian Schmidt, Lauritz Thamsen, Ana Juan Ferrer, Odej Kao
LOS: Local-Optimistic Scheduling of Periodic Model Training For Anomaly Detection on Sensor Data Streams in Meshed Edge Networks. CoRR (2021)
Sören Becker, Thomas Wiegand, Sebastian Bosse
Curiously Effective Features for Image Quality Prediction. CoRR (2021)
Luk Burchard, Daniel Thilo Schroeder, Sören Becker, Johannes Langguth
Resource Efficient Algorithms for Message Sampling in Online Social Networks. SNAMS (2020)
Anton Gulenko, Alexander Acker, Florian Schmidt, Sören Becker, Odej Kao
Bitflow: An In Situ Stream Processing Framework. ACSOS Companion (2020)
Sören Becker, Florian Schmidt, Anton Gulenko, Alexander Acker, Odej Kao
Towards AIOps in Edge Computing Environments. IEEE BigData (2020)
Anko Börner, Heinz-Wilhelm Hübers, Odej Kao, Florian Schmidt, Sören Becker, Joachim Denzler, Daniel Matolin, David Haber, Sergio Lucia, Wojciech Samek, Rudolph Triebel, Sascha Eichstädt, Felix Bießmann, Anna M. Kruspe, Peter Jung, Manon Kok, Guillermo Gallego, Ralf Berger
Sensor Artificial Intelligence and its Application to Space Systems - A White Paper. CoRR (2020)
Christian R. Helmrich, Mischa Siekmann, Sören Becker, Sebastian Bosse, Detlev Marpe, Thomas Wiegand
Xpsnr: A Low-Complexity Extension of The Perceptually Weighted Peak Signal-To-Noise Ratio For High-Resolution Video Quality Assessment. ICASSP (2020)
Luk Burchard, Daniel Thilo Schroeder, Konstantin Pogorelov, Sören Becker, Emily Dietrich, Petra Filkukova, Johannes Langguth
A Scalable System for Bundling Online Social Network Mining Research. SNAMS (2020)
Sasho Nedelkoski, Jasmin Bogatinovski, Ajay Kumar Mandapati, Sören Becker, Jorge Cardoso, Odej Kao
Multi-source Distributed System Data for AI-Powered Analytics. ESOCC (2020)
Sebastian Bosse, Sören Becker, Klaus-Robert Müller, Wojciech Samek, Thomas Wiegand
Estimation of distortion sensitivity for visual quality prediction using a convolutional neural network. Digit. Signal Process. 91 (2019)
Sebastian Bosse, Michael Dietzel, Sören Becker, Christian R. Helmrich, Mischa Siekmann, Heiko Schwarz, Detlev Marpe, Thomas Wiegand
Neural Network Guided Perceptually Optimized Bit-Allocation for Block-Based Image and Video Compression. ICIP (2019)
Sören Becker, Klaus-Robert Müller, Thomas Wiegand, Sebastian Bosse
A Neural Network Model of Spatial Distortion Sensitivity for Video Quality Estimation. MLSP (2019)
Sebastian Bosse, Sören Becker, Zacharias V. Fisches, Wojciech Samek, Thomas Wiegand
Neural Network-Based Estimation of Distortion Sensitivity for Image Quality Prediction. ICIP (2018)
Sören Becker, Marcel Ackermann, Sebastian Lapuschkin, Klaus-Robert Müller, Wojciech Samek
Interpreting and Explaining Deep Neural Networks for Classification of Audio Signals. CoRR (2018)
Marc Körner, Alexander Stanik, Odej Kao, Marcel Wallschläger, Sören Becker
The ASCETiC Testbed - An Energy Efficient Cloud Computing Environment. TRIDENTCOM (2016)