Special Session: Towards an Agile Design Methodology for Efficient,
Reliable, and Secure ML Systems

Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems

18 April 2022

Alberto Marchisio

Muhammad Abdullah Hanif

Aviral Shrivastava

Muhammad Shafique

Papers citing "Special Session: Towards an Agile Design Methodology for Efficient, Reliable, and Secure ML Systems"

11 / 11 papers shown

Title
Embodied Neuromorphic Artificial Intelligence for Robotics: Perspectives, Challenges, and Research Development Stack Rachmad Vidya Wicaksana Putra Alberto Marchisio F. Zayer Jorge Dias Muhammad Shafique 25 10 0 04 Apr 2024
Exploring Winograd Convolution for Cost-effective Neural Network Fault Tolerance Xing-xiong Xue Cheng Liu Bo Liu Haitong Huang Ying Wang Tao Luo Lei Zhang Huawei Li Xiaowei Li 19 7 0 16 Aug 2023
A Homomorphic Encryption Framework for Privacy-Preserving Spiking Neural Networks F. Nikfam Raffaele Casaburi Alberto Marchisio Maurizio Martina Muhammad Shafique 19 2 0 10 Aug 2023
SwiftTron: An Efficient Hardware Accelerator for Quantized Transformers Alberto Marchisio David Durà Maurizio Capra Maurizio Martina Guido Masera Muhammad Shafique 13 17 0 08 Apr 2023
RobCaps: Evaluating the Robustness of Capsule Networks against Affine Transformations and Adversarial Attacks Alberto Marchisio Antonio De Marco Alessio Colucci Maurizio Martina Muhammad Shafique AAML 15 2 0 08 Apr 2023
RoHNAS: A Neural Architecture Search Framework with Conjoint Optimization for Adversarial Robustness and Hardware Efficiency of Convolutional and Capsule Networks Alberto Marchisio Vojtěch Mrázek Andrea Massa Beatrice Bussolino Maurizio Martina Muhammad Shafique AAML 38 5 0 11 Oct 2022
fakeWeather: Adversarial Attacks for Deep Neural Networks Emulating Weather Conditions on the Camera Lens of Autonomous Systems Alberto Marchisio Giovanni Caramia Maurizio Martina Muhammad Shafique AAML 21 8 0 27 May 2022
Comparing Representations in Tracking for Event Camera-based SLAM Jianhao Jiao Huaiyang Huang Liang Li Zhijian He Yilong Zhu Ming-Yu Liu 32 29 0 20 Apr 2021
Rethinking Co-design of Neural Architectures and Hardware Accelerators Yanqi Zhou Xuanyi Dong Berkin Akin Mingxing Tan Daiyi Peng Tianjian Meng Amir Yazdanbakhsh Da Huang Ravi Narayanaswami James Laudon 46 26 0 17 Feb 2021
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Muhammad Shafique Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 66 100 0 04 Jan 2021
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 106 85 0 23 Mar 2020