A survey on machine-learning based security design for cyber-physical systems
A cyber-physical system (CPS) is the integration of a physical system into the real world and
control applications in a computing system, interacting through a communications network …
control applications in a computing system, interacting through a communications network …
A survey of bit-flip attacks on deep neural network and corresponding defense methods
C Qian, M Zhang, Y Nie, S Lu, H Cao - Electronics, 2023 - mdpi.com
As the machine learning-related technology has made great progress in recent years, deep
neural networks are widely used in many scenarios, including security-critical ones, which …
neural networks are widely used in many scenarios, including security-critical ones, which …
Revisiting rowhammer: An experimental analysis of modern dram devices and mitigation techniques
RowHammer is a circuit-level DRAM vulnerability, first rigorously analyzed and introduced in
2014, where repeatedly accessing data in a DRAM row can cause bit flips in nearby rows …
2014, where repeatedly accessing data in a DRAM row can cause bit flips in nearby rows …
Moesi-prime: preventing coherence-induced hammering in commodity workloads
Prior work shows that Rowhammer attacks---which flip bits in DRAM via frequent activations
of the same row (s)---are viable. Adversaries typically mount these attacks via instruction …
of the same row (s)---are viable. Adversaries typically mount these attacks via instruction …
[PDF][PDF] Panopticon: A complete in-dram rowhammer mitigation
The shortcomings of previous Rowhammer mitigations prevent their adoption in practice.
Their implementations either need significant amounts of fast memory, such as CAM or …
Their implementations either need significant amounts of fast memory, such as CAM or …
Siloz: Leveraging DRAM Isolation Domains to Prevent Inter-VM Rowhammer
Today's cloud DRAM lacks strong isolation primitives, highlighted by Rowhammer bit flips.
Rowhammer poses an increasing threat to cloud security/reliability, given (1) DRAM …
Rowhammer poses an increasing threat to cloud security/reliability, given (1) DRAM …
The price of secrecy: How hiding internal DRAM topologies hurts rowhammer defenses
DRAM vendors today choose to keep the internal topologies of DRAM devices secret. This
decision introduces significant practical challenges for designers of memory controllers who …
decision introduces significant practical challenges for designers of memory controllers who …
Stop! hammer time: rethinking our approach to rowhammer mitigations
Rowhammer attacks exploit electromagnetic interference among nearby DRAM cells to flip
bits, corrupting data and altering system behavior. Unfortunately, DRAM vendors have opted …
bits, corrupting data and altering system behavior. Unfortunately, DRAM vendors have opted …
Machine learning-based Rowhammer mitigation
BK Joardar, TK Bletsch… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Rowhammer is a security vulnerability that arises due to the undesirable electrical
interaction between physically adjacent rows in DRAMs. Bit flips caused by Rowhammer …
interaction between physically adjacent rows in DRAMs. Bit flips caused by Rowhammer …
Vulnerability assessment of the rowhammer attack using machine learning and the gem5 simulator-work in progress
Modern computer memories have been shown to have reliability issues. The main memory
is the target of a security attack called Rowhammer, which causes bit flips in adjacent victim …
is the target of a security attack called Rowhammer, which causes bit flips in adjacent victim …