Mentorship

Texas A&M University (October 2020 -- July 2023)


Projects

Reinforcement Learning for Hardware Security

Game Theory for Hardware Security

Publications

AttackGNN: Red-Teaming GNNs in Hardware Security Using Reinforcement Learning (USENIX Security 2024)

DETERRENT: Detecting Trojans Using Reinforcement Learning (IEEE TCAD 2023)

ExploreFault: Identifying Exploitable Fault Models in Block Ciphers with Reinforcement Learning (IEEE/ACM DAC 2023)

ATTRITION: Attacking Static Hardware Trojan Detection Techniques Using Reinforcement Learning (ACM CCS 2022)

DETERRENT: Detecting Trojans Using Reinforcement Learning (IEEE/ACM DAC 2022)

Games, Dollars, Splits: A Game-Theoretic Analysis of Split Manufacturing (IEEE TIFS 2021)


Project

Reinforcement Learning for Hardware Security

Publications

DETERRENT: Detecting Trojans Using Reinforcement Learning (IEEE TCAD 2023)

ExploreFault: Identifying Exploitable Fault Models in Block Ciphers with Reinforcement Learning (IEEE/ACM DAC 2023)

ATTRITION: Attacking Static Hardware Trojan Detection Techniques Using Reinforcement Learning (ACM CCS 2022)

DETERRENT: Detecting Trojans Using Reinforcement Learning (IEEE/ACM DAC 2022)


Project 

Efficient and Secure Obfuscation

Publications

STATION: State Encoding-based Attack Resilient Sequential Obfuscation (IEEE TCAD 2024)

BAT: Boolean Algebraic Transformation on eASIC (GOMACTech 2023)


Project

Efficient and Secure Obfuscation

Publications

STATION: State Encoding-based Attack Resilient Sequential Obfuscation (IEEE TCAD 2024)

BAT: Boolean Algebraic Transformation on eASIC (GOMACTech 2023)


Project

Graph Neural Networks for Hardware Security

Fault Attacks on Logic Locking

Publications

VIGILANT: Vulnerability Detection Tool against Fault-Injection Attacks for Locking Techniques (IEEE TCAD 2023)

Titan: Security Analysis of Large-Scale Hardware Obfuscation using Graph Neural Networks (IEEE TIFS 2022)


Project

Game Theory for Hardware Security

Publications

Games, Dollars, Splits: A Game-Theoretic Analysis of Split Manufacturing (IEEE TIFS 2021)

First Position after Graduation

Advanced Micro Devices (AMD)


Project

Game Theory for Hardware Security

Publications

Games, Dollars, Splits: A Game-Theoretic Analysis of Split Manufacturing (IEEE TIFS 2021)


Project

Reinforcement Learning for Electronic Design Automation


New York University (September 2015 -- August 2020)


Projects

Computer-Aided Design Frameworks for Evaluating Security of Logic Locking Techniques

Emerging Devices for Hardware Security

Publications

Hide & Seek: Seeking the (Un)-Hidden Key in Provably-Secure Logic Locking Techniques (IEEE TIFS 2022)

Valkyrie: Vulnerability Assessment Tool and Attack for Provably-Secure Logic Locking Techniques (IEEE TIFS 2022)

Fa-SAT: Fault-aided SAT-based Attack on Compound Logic Locking Techniques (IEEE/ACM DATE 2021)

PolyWorm: Leveraging Polymorphic Behavior to Implant Hardware Trojans (IEEE TETC 2021)

First Position after Graduation 

Sr. ASIC Digital Design Engineer, Solutions Group, Synopsys Inc.


Projects

Graph Neural Networks for Hardware Security

Machine Learning Attacks on Logic Locking

Publications 

MuxLink: Circumventing Learning-Resilient MUX-Locking Using GNN-based Link Prediction (IEEE/ACM DATE 2022)

GNNUnlock: GNN-based Oracle-less Unlocking Scheme for Provably Secure Logic Locking (IEEE/ACM DATE 2021)

UNSAIL: Thwarting Oracle-Less Machine Learning Attacks on Logic Locking (IEEE TIFS 2021)

Please refer to Publications for a detailed list

First Position after Graduation

Postdoctoral Associate at New York University, Abu Dhabi