Search Results for author: Farhad Merchant

Found 9 papers, 1 papers with code

IMBUE: In-Memory Boolean-to-CUrrent Inference ArchitecturE for Tsetlin Machines

no code implementations22 May 2023 Omar Ghazal, Simranjeet Singh, Tousif Rahman, Shengqi Yu, Yujin Zheng, Domenico Balsamo, Sachin Patkar, Farhad Merchant, Fei Xia, Alex Yakovlev, Rishad Shafik

Non-volatile memory devices such as Resistive RAM (ReRAM) offer integrated switching and storage capabilities showing promising performance for ML applications.

A Temperature Independent Readout Circuit for ISFET-Based Sensor Applications

no code implementations9 Aug 2022 Elmira Moussavi, Dominik Sisejkovic, Animesh Singh, Daniyar Kizatov, Rainer Leupers, Sven Ingebrandt, Vivek Pachauri, Farhad Merchant

The ion-sensitive field-effect transistor (ISFET) is an emerging technology that has received much attention in numerous research areas, including biochemistry, medicine, and security applications.

Deceptive Logic Locking for Hardware Integrity Protection against Machine Learning Attacks

no code implementations19 Jul 2021 Dominik Sisejkovic, Farhad Merchant, Lennart M. Reimann, Rainer Leupers

Hereby, the presented work offers a starting point for the design and evaluation of future-generation logic locking in the era of machine learning.

BIG-bench Machine Learning

Logic Locking at the Frontiers of Machine Learning: A Survey on Developments and Opportunities

no code implementations5 Jul 2021 Dominik Sisejkovic, Lennart M. Reimann, Elmira Moussavi, Farhad Merchant, Rainer Leupers

In the past decade, a lot of progress has been made in the design and evaluation of logic locking; a premier technique to safeguard the integrity of integrated circuits throughout the electronics supply chain.

BIG-bench Machine Learning

ANDROMEDA: An FPGA Based RISC-V MPSoC Exploration Framework

no code implementations14 Jan 2021 Farhad Merchant, Dominik Sisejkovic, Lennart M. Reimann, Kirthihan Yasotharan, Thomas Grass, Rainer Leupers

With the growing demands of consumer electronic products, the computational requirements are increasing exponentially.

Hardware Architecture

An Investigation on Inherent Robustness of Posit Data Representation

no code implementations5 Jan 2021 Ihsen Alouani, Anouar Ben Khalifa, Farhad Merchant, Rainer Leupers

Moreover, in 100% of the tested machine-learning applications, the accuracy of posit-implemented systems is higher than the classical floating-point-based ones.

Hardware Architecture

ExPAN(N)D: Exploring Posits for Efficient Artificial Neural Network Design in FPGA-based Systems

no code implementations24 Oct 2020 Suresh Nambi, Salim Ullah, Aditya Lohana, Siva Satyendra Sahoo, Farhad Merchant, Akash Kumar

Towards this end, we propose a novel Posit to fixed-point converter for enabling high-performance and energy-efficient hardware implementations for ANNs with minimal drop in the output accuracy.

Network Pruning

CLARINET: A RISC-V Based Framework for Posit Arithmetic Empiricism

1 code implementation30 May 2020 Riya Jain, Niraj Sharma, Farhad Merchant, Sachin Patkar, Rainer Leupers

To the best of our knowledge, this is the first-ever integration of quire with a RISC-V core.

Hardware Architecture

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