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Benchmarking a new paradigm: Experimental analysis and characterization of a real processing-in-memory system
Many modern workloads, such as neural networks, databases, and graph processing, are
fundamentally memory-bound. For such workloads, the data movement between main …
fundamentally memory-bound. For such workloads, the data movement between main …
A modern primer on processing in memory
Modern computing systems are overwhelmingly designed to move data to computation. This
design choice goes directly against at least three key trends in computing that cause …
design choice goes directly against at least three key trends in computing that cause …
Rowpress: Amplifying read disturbance in modern dram chips
Memory isolation is critical for system reliability, security, and safety. Unfortunately, read
disturbance can break memory isolation in modern DRAM chips. For example, RowHammer …
disturbance can break memory isolation in modern DRAM chips. For example, RowHammer …
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 …
Deepsteal: Advanced model extractions leveraging efficient weight stealing in memories
Recent advancements in Deep Neural Networks (DNNs) have enabled widespread
deployment in multiple security-sensitive domains. The need for resource-intensive training …
deployment in multiple security-sensitive domains. The need for resource-intensive training …
Blacksmith: Scalable rowhammering in the frequency domain
We present the new class of non-uniform Rowhammer access patterns that bypass
undocumented, proprietary in-DRAM Target Row Refresh (TRR) while operating in a …
undocumented, proprietary in-DRAM Target Row Refresh (TRR) while operating in a …
{ZenHammer}: Rowhammer Attacks on {AMD} Zen-based Platforms
AMD has gained a significant market share in recent years with the introduction of the Zen
microarchitecture. While there are many recent Rowhammer attacks launched from Intel …
microarchitecture. While there are many recent Rowhammer attacks launched from Intel …
A deeper look into rowhammer's sensitivities: Experimental analysis of real dram chips and implications on future attacks and defenses
RowHammer is a circuit-level DRAM vulnerability where repeatedly accessing (ie,
hammering) a DRAM row can cause bit flips in physically nearby rows. The RowHammer …
hammering) a DRAM row can cause bit flips in physically nearby rows. The RowHammer …
CSI: Rowhammer–Cryptographic security and integrity against rowhammer
In this paper, we present CSI: Rowhammer, a principled hardware-software co-design
Rowhammer mitigation with cryptographic security and integrity guarantees, that does not …
Rowhammer mitigation with cryptographic security and integrity guarantees, that does not …
Shadow: Preventing row hammer in dram with intra-subarray row shuffling
As Row Hammer (RH) attacks have been a critical threat to computer systems, numerous
hardware-based (HWbased) RH mitigation strategies have been proposed. However, the …
hardware-based (HWbased) RH mitigation strategies have been proposed. However, the …