Shambhavi Balamuthu Sampath

14 papers A* 3A 3Unranked 8

Year	Rank	Type	Title / Venue / Authors
2025	—	`conf`	FLAR-SVD: Fast and Latency-Aware Singular Value Decomposition for Model Compression. CVPR Workshops 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
2025	—	`conf`	HiFi-LLP: High-Fidelity, Low-Cost Latency Predictors with Confidence for Robust HW-NAS. SOCC Shambhavi Balamuthu Sampath, Behzad Shomali, Nael Fasfous, Moritz Thoma, Judeson Anthony Fernando, Lukas Frickenstein, Pierpaolo Morì, Manoj Rohit Vemparala, Alexander Frickenstein, Walter Stechele
2025	A	`conf`	HiFi-SAGE: High Fidelity GraphSAGE-Based Latency Estimators for DNN Optimization. DATE 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
2025	A*	`conf`	LA-MTL: Latency-Aware Automated Multi-Task Learning. DAC Shambhavi Balamuthu Sampath, Sami Sawani, Moritz Thoma, Lukas Frickenstein, Pierpaolo Morì, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Ulf Schlichtmann, Claudio Passerone, Walter Stechele
2025	—	`conf`	RepFC: Universal Structural Reparametrization Block for High Performance, Lightweight Deep Neural Networks. CVPR Workshops Shambhavi Balamuthu Sampath, Judeson Anthony Fernando, Moritz Thoma, Nael Fasfous, Lukas Frickenstein, Pierpaolo Morì, Manoj Rohit Vemparala, Alexander Frickenstein, Ulf Schlichtmann, Walter Stechele
2025	A*	`conf`	SuperFast: Fast Supernet Training Using Initial Knowledge. DAC Moritz Thoma, Emad Aghajanzadeh, Shambhavi Balamuthu Sampath, Pierpaolo Morì, Nael Fasfous, Alexander Frickenstein, Manoj Rohit Vemparala, Daniel Mueller-Gritschneder, Ulf Schlichtmann
2025	—	`conf`	Uncertainty Aware Training to Improve Uncertainty Active Learning for Semantic Segmentation. CVPR Workshops Moritz Thoma, Tobias Preintner, Emad Aghajanzadeh, Shambhavi Balamuthu Sampath, Pierpaolo Morì, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Daniel Mueller-Gritschneder, Ulf Schlichtmann
2024	A	`conf`	MATAR: Multi-Quantization-Aware Training for Accurate and Fast Hardware Retargeting. DATE Pierpaolo Morì, Moritz Thoma, Lukas Frickenstein, Shambhavi Balamuthu Sampath, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Walter Stechele, Daniel Mueller-Gritschneder, Claudio Passerone
2024	—	`conf`	Pruning as a Binarization Technique. CVPR Workshops Lukas Frickenstein, Pierpaolo Morì, Shambhavi Balamuthu Sampath, Moritz Thoma, Nael Fasfous, Manoj Rohit Vemparala, Alexander Frickenstein, Christian Unger, Claudio Passerone, Walter Stechele
2024	A	`conf`	Wino Vidi Vici: Conquering Numerical Instability of 8-bit Winograd Convolution for Accurate Inference Acceleration on Edge. WACV 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
2023	—	`conf`	Adversarial Robustness of Multi-bit Convolutional Neural Networks. IntelliSys (3) Lukas Frickenstein, Shambhavi Balamuthu Sampath, Pierpaolo Morì, Manoj Rohit Vemparala, Nael Fasfous, Alexander Frickenstein, Christian Unger, Claudio Passerone, Walter Stechele
2023	—	`conf`	Lightweight Instruction Set for Flexible Dilated Convolutions and Mixed-Precision Operands. ISQED Simon Friedrich, Shambhavi Balamuthu Sampath, Robert Wittig, Manoj Rohit Vemparala, Nael Fasfous, Emil Matús, Walter Stechele, Gerhard P. Fettweis
2023	—	`conf`	Performance models and energy-optimal scheduling of DNNs on many-core hardware with dynamic power management. CODAI Bernhard Vogginger, Florian Kelber, Shambhavi Balamuthu Sampath, Johannes Partzsch, Christian Mayr
2023	A*	`conf`	WinoTrain: Winograd-Aware Training for Accurate Full 8-bit Convolution Acceleration. DAC Pierpaolo Morì, Shambhavi Balamuthu Sampath, Lukas Frickenstein, Manoj Rohit Vemparala, Nael Fasfous, Alexander Frickenstein, Walter Stechele, Claudio Passerone