During the last decade, there has been a stunning progress in the domain of AI with adoption in both safety-critical and security-critical applications. A key requirement for this is highly trained Machine Learning (ML) models, which are valuable Intellectual Property (IP) of the respective organizations. Naturally, these models have become targets for model recovery attacks through side-channel leakage. However, majority of the attacks reported in literature are either on simple embedded...

The protection of cryptographic software implementations against power-analysis attacks is critical for applications in embedded systems. A commonly used algorithmic countermeasure against these attacks is masking, a secret-sharing scheme that splits a sensitive computation into computations on multiple random shares. In practice, the security of masking schemes relies on several assumptions that are often violated by microarchitectural side-effects of CPUs. Many past works address this...

Logic locking is a design concealment mechanism for protecting the IPs integrated into modern System-on-Chip (SoC) architectures from a wide range of hardware security threats at the IC manufacturing supply chain. Logic locking primarily helps the designer to protect the IPs against reverse engineering, IP piracy, overproduction, and unauthorized activation. For more than a decade, the research studies that carried out on this paradigm has been immense, in which the applicability,...

The protection of intellectual property (IP) rights of well-trained deep learning (DL) models has become a matter of major concern, especially with the growing trend of deployment of Machine Learning as a Service (MLaaS). In this work, we demonstrate the utilization of a hardware root-of-trust to safeguard the IPs of such DL models which potential attackers have access to. We propose an obfuscation framework called Hardware Protected Neural Network (HPNN) in which a deep neural network is...

Logic locking has been proposed as strong protection of intellectual property (IP) against security threats in the IC supply chain especially when the fabrication facility is untrusted. Such techniques use additional locking circuitry to inject incorrect behavior into the digital functionality when the key is incorrect. A family of attacks known as "SAT attacks" provides a strong mathematical formulation to find the correct key of locked circuits. Many conventional SAT-resilient logic...

Protection of intellectual property (IP) cores is one of the most practical security concern for modern integrated circuit (IC) industry. Albeit being well-studied from a practical perspective, the problem of safeguarding gate-level netlists from IP-theft is still an open issue. State-of-the-art netlist protection schemes, popularly known as logic locking, are mostly ad-hoc and their security claims are based on experimental evidences and the power of heuristics used for security evaluation....

Logic encryption, a method to lock a circuit from unauthorized use unless the correct key is provided, is the most important technique in hardware IP protection. However, with the discovery of the SAT attack, all traditional logic encryption algorithms are broken. New algorithms after the SAT attack are all vulnerable to structural analysis unless a provable obfuscation is applied to the locked circuit. But there is no provable logic obfuscation available, in spite of some vague resorting to...

Logic locking has been proposed as a strong protection of intellectual property (IP) against security threats in the IC supply chain especially when the fabrication facility is untrusted. Various techniques have proposed circuit configurations which do not allow the untrusted fab to decipher the true functionality and/or produce usable versions of the chip without having access to the locking key. These techniques rely on using additional locking circuitry which injects incorrect behavior...

The threat of side-channels is becoming increasingly prominent for resource-constrained internet-connected devices. While numerous power side-channel countermeasures have been proposed, a promising approach to protect the non-invasive electromagnetic side-channel attacks has been relatively scarce. Today's availability of high-resolution electromagnetic (EM) probes mandates the need for a low-overhead solution to protect EM side-channel analysis (SCA) attacks. This work, for the first time,...

Logic locking has emerged as a promising technique for protecting gate-level semiconductor intellectual property. However, recent work has shown that such gate-level locking techniques are vulnerable to Boolean satisfiability (SAT) attacks. In order to thwart such attacks, several SAT-resistant logic locking techniques have been proposed, which minimize the discriminating ability of input patterns to rule out incorrect keys. In this work, we show that such SAT-resistant logic locking...

Logic locking is a technique that has been proposed to protect outsourced IC designs from piracy and counterfeiting by untrusted foundries. It can hide the functionality of an IC by inserting key-controlled logic gates into the original design. The locked IC preserves the correct functionality only when a correct key is provided. Recently, the security of logic locking is threatened by a new type of attack called satisfiability checking (SAT) based attack, which can decipher the correct key...

Extensive use of third party IP cores (e.g., HDL, netlist) and open source tools in the FPGA application design and development process in conjunction with the inadequate bitstream protection measures have raised crucial security concerns in the past for reconfigurable hardware systems. Designing high fidelity and secure methodologies for FPGAs are still infancy and in particular, there are almost no concrete methods/techniques that can ensure trust in FPGA applications not entirely designed...

The protection of intelligent property (IP) is a challenging task, especially in secured embedded systems where program code that is supposed to be a plagiarism cannot be simply read-out for further inspection. This is even more aggravated if the original source code was modified to prevent comparisons of any kind. For instance, watermarks that are actually hidden in the code are at risk to be rendered useless if the attacker has full access to the original code and some knowledge about the...

The miniaturization of electronics and recent developments in biometric and screen technologies will permit a pervasive presence of embedded systems. This - and the inclusion of networking capabilities and IP addresses in many handheld devices - will foster the widespread deployment of personal mobile equipment.\smallskip This work attempts to overview these diverse aspects of mobile device security. We will describe mobile networks' security (WLAN and WPAN security, GSM and 3GPP security)...