Performance models and energy-optimal scheduling of DNNs on many-core hardware with dynamic power management. - Bernhard Vogginger; Florian Kelber; Shambhavi Balamuthu Sampath; Johannes Partzsch; Christian Mayr 001 (CODAI, 2023)

WinoTrain: Winograd-Aware Training for Accurate Full 8-bit Convolution Acceleration. - Pierpaolo Morì; Shambhavi Balamuthu Sampath; Lukas Frickenstein; Manoj Rohit Vemparala; Nael Fasfous; Alexander Frickenstein; Walter Stechele; Claudio Passerone (DAC, 2023)

Adversarial Robustness of Multi-bit Convolutional Neural Networks. - Lukas Frickenstein; Shambhavi Balamuthu Sampath; Pierpaolo Morì; Manoj Rohit Vemparala; Nael Fasfous; Alexander Frickenstein; Christian Unger; Claudio Passerone; Walter Stechele (IntelliSys (3), 2023)

Lightweight Instruction Set for Flexible Dilated Convolutions and Mixed-Precision Operands. - Simon Friedrich; Shambhavi Balamuthu Sampath; Robert Wittig; Manoj Rohit Vemparala; Nael Fasfous; Emil Matús; Walter Stechele; Gerhard P. Fettweis (ISQED, 2023)

Pruning as a Binarization Technique. - Lukas Frickenstein; Pierpaolo Morì; Shambhavi Balamuthu Sampath; Moritz Thoma; Nael Fasfous; Manoj Rohit Vemparala; Alexander Frickenstein; Christian Unger; Claudio Passerone; Walter Stechele (CVPR Workshops, 2024)

MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting. - Pierpaolo Morì; Moritz Thoma; Lukas Frickenstein; Shambhavi Balamuthu Sampath; Nael Fasfous; Manoj Rohit Vemparala; Alexander Frickenstein; Walter Stechele; Daniel Mueller-Gritschneder; Claudio Passerone (DATE, 2024)

Wino Vidi Vici: Conquering Numerical Instability of 8-bit Winograd Convolution for Accurate Inference Acceleration on Edge. - Pierpaolo Morì; Lukas Frickenstein; Shambhavi Balamuthu Sampath; Moritz Thoma; Nael Fasfous; Manoj Rohit Vemparala; Alexander Frickenstein; Christian Unger; Walter Stechele; Daniel Mueller-Gritschneder; Claudio Passerone (WACV, 2024)

RepFC: Universal Structural Reparametrization Block for High Performance, Lightweight Deep Neural Networks. - Shambhavi Balamuthu Sampath; Judeson Anthony Fernando; Moritz Thoma; Nael Fasfous; Lukas Frickenstein; Pierpaolo Morì; Manoj Rohit Vemparala; Alexander Frickenstein; Ulf Schlichtmann; Walter Stechele (CVPR Workshops, 2025)

Uncertainty Aware Training to Improve Uncertainty Active Learning for Semantic Segmentation. - Moritz Thoma; Tobias Preintner; Emad Aghajanzadeh; Shambhavi Balamuthu Sampath; Pierpaolo Morì; Nael Fasfous; Manoj Rohit Vemparala; Alexander Frickenstein; Daniel Mueller-Gritschneder; Ulf Schlichtmann (CVPR Workshops, 2025)

FLAR-SVD: Fast and Latency-Aware Singular Value Decomposition for Model Compression. - Moritz Thoma; Jorge Villasante; Emad Aghajanzadeh; Shambhavi Balamuthu Sampath; Pierpaolo Morì; Maximilian Groetzinger; Daniil Dylkin; Manoj Rohit Vemparala; Nael Fasfous; Alexander Frickenstein; Daniel Mueller-Gritschneder; Ulf Schlichtmann (CVPR Workshops, 2025)

HiFi-SAGE: High Fidelity GraphSAGE-Based Latency Estimators for DNN Optimization. - Shambhavi Balamuthu Sampath; Leon Hecht; Moritz Thoma; Lukas Frickenstein; Pierpaolo Morì; Nael Fasfous; Manoj Rohit Vemparala; Alexander Frickenstein; Walter Stechele; Daniel Mueller-Gritschneder; Claudio Passerone (DATE, 2025)