Matthias Wess

16 papers A 2C 4Misc 2Journal 6Unranked 2
YearRankTypeTitle / Venue / Authors
2025 J jnl
Efficient and interpretable raw audio classification with diagonal state space models.
Mach. Learn.
Matthias Bittner, Daniel Schnöll, Matthias Wess, Axel Jantsch
2025 A conf
Lanes Are Not Enough: Enhancing Trajectory Prediction in Intralogistics Through Detailed Environmental Context.
IROS
Alexander Prutsch, Matthias Wess, Horst Possegger
2025 — conf
Pruning State Space Models with Model Order Reduction for Efficient Raw Audio Classification.
EUSIPCO
Matthias Bittner, Daniel Schnöll, Dominik Dallinger, Matthias Wess, Axel Jantsch
2024 J jnl
Conformal Prediction Based Confidence for Latency Estimation of DNN Accelerators: A Black-Box Approach.
IEEE Access
Matthias Wess, Daniel Schnöll, Dominik Dallinger, Matthias Bittner, Axel Jantsch
2024 — conf
Forecasting Load Profiles and Critical Overloads with Uncertainty Quantification for Low Voltage Smart Grids.
ICSRS
Matthias Bittner, Daniel Hauer, Matthias Wess, Daniel Schnöll, Konrad Diwold, Axel Jantsch
2024 Misc conf
Special Session: Estimation and Optimization of DNNs for Embedded Platforms.
CODES+ISSS
Axel Jantsch, Song Han, Lin Meng, Oliver Bringmann, Haotian Tang, Shang Yang, Hengyi Li, Matthias Wess, Martin Lechner
2023 C conf
Energy Profiling of DNN Accelerators.
DSD
Matthias Wess, Dominik Dallinger, Daniel Schnöll, Matthias Bittner, Maximilian Götzinger, Axel Jantsch
2023 C conf
Fast, Quantization Aware DNN Training for Efficient HW Implementation.
DSD
Daniel Schnöll, Matthias Wess, Matthias Bittner, Maximilian Götzinger, Axel Jantsch
2022 A conf
The SELENE Deep Learning Acceleration Framework for Safety-related Applications.
DATE
Laura Medina, Salva Carrion, Pablo Andreu, Tomás Picornell, José Flich, Carles Hernández, Michael Sandoval, Markel Sainz, Charles-Alexis Lefebvre, Martin Rönnbäck, Martin Matschnig, Matthias Wess, Herbert Taucher
2021 J jnl
ANNETTE: Accurate Neural Network Execution Time Estimation With Stacked Models.
IEEE Access
Matthias Wess, Matvey Ivanov, Christoph Unger, Anvesh Nookala, Alexander Wendt, Axel Jantsch
2021 J jnl
ANNETTE: Accurate Neural Network Execution Time Estimation with Stacked Models.
CoRR
Matthias Wess, Matvey Ivanov, Anvesh Nookala, Christoph Unger, Alexander Wendt, Axel Jantsch
2021 J jnl
Learning on Hardware: A Tutorial on Neural Network Accelerators and Co-Processors.
CoRR
Lukas Baischer, Matthias Wess, Nima Taherinejad
2021 Misc conf
Neural Network Compression Through Shunt Connections and Knowledge Distillation for Semantic Segmentation Problems.
AIAI
Bernhard Haas, Alexander Wendt, Axel Jantsch, Matthias Wess
2018 J jnl
Weighted Quantization-Regularization in DNNs for Weight Memory Minimization Toward HW Implementation.
IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.
Matthias Wess, Sai Manoj Pudukotai Dinakarrao, Axel Jantsch
2017 C conf
Neural network based ECG anomaly detection on FPGA and trade-off analysis.
ISCAS
Matthias Wess, Sai Manoj P. D., Axel Jantsch
2016 C conf
ICT emulation platform setup demonstration of smart grid component prototype examples.
ETFA
Marcus Meisel, Stefan Wilker, Matthias Wess, Alexander Wendt, Thilo Sauter, Georg Kienesberger