Shambhavi Balamuthu Sampath

According to our database, Shambhavi Balamuthu Sampath authored at least 7 papers between 2023 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

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

Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 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

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2024

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

Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

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

Proceedings of the 24th International Symposium on Quality Electronic Design, 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

Proceedings of the Intelligent Systems and Applications, 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

Proceedings of the 60th ACM/IEEE Design Automation Conference, 2023

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

Proceedings of the 2023 Workshop on Compilers, Deployment, and Tooling for Edge AI, 2023