Efficient and interpretable raw audio classification with diagonal state space models.

Daniel Schnöll

Matthias Bittner Daniel Schnöll Matthias Wess Axel Jantsch Efficient and interpretable raw audio classification with diagonal state space models. 175 2025 August 114 Mach. Learn. 8 https://doi.org/10.1007/s10994-025-06807-z db/journals/ml/ml114.html#BittnerSWJ25 streams/journals/ml

Matthias Bittner Daniel Schnöll Dominik Dallinger Matthias Wess Axel Jantsch Pruning State Space Models with Model Order Reduction for Efficient Raw Audio Classification. 271-275 2025 EUSIPCO https://ieeexplore.ieee.org/document/11226287 conf/eusipco/2025 db/conf/eusipco/eusipco2025.html#BittnerSDWJ25 streams/conf/eusipco

Matthias Wess Daniel Schnöll Dominik Dallinger Matthias Bittner Axel Jantsch Conformal Prediction Based Confidence for Latency Estimation of DNN Accelerators: A Black-Box Approach. 109847-109860 2024 12 IEEE Access https://doi.org/10.1109/ACCESS.2024.3439850 db/journals/access/access12.html#WessSDBJ24 streams/journals/access

Matthias Bittner Daniel Hauer Matthias Wess Daniel Schnöll Konrad Diwold Axel Jantsch Forecasting Load Profiles and Critical Overloads with Uncertainty Quantification for Low Voltage Smart Grids. 138-147 2024 ICSRS https://doi.org/10.1109/ICSRS63046.2024.10927481 conf/icsrs/2024 db/conf/icsrs/icsrs2024.html#BittnerHWSDJ24 Matthias Wess Dominik Dallinger Daniel Schnöll Matthias Bittner Maximilian Götzinger Axel Jantsch Energy Profiling of DNN Accelerators. 53-60 2023 DSD https://doi.org/10.1109/DSD60849.2023.00018 conf/dsd/2023 db/conf/dsd/dsd2023.html#WessDSBGJ23 Daniel Schnöll Matthias Wess Matthias Bittner Maximilian Götzinger Axel Jantsch Fast, Quantization Aware DNN Training for Efficient HW Implementation. 700-707 2023 DSD https://doi.org/10.1109/DSD60849.2023.00100 conf/dsd/2023 db/conf/dsd/dsd2023.html#SchnollWBGJ23 Matthias Bittner Dominik Dallinger Konrad Diwold Maximilian Götzinger Daniel Hauer Axel Jantsch Matthias Wess