Date & Time:
October 6, 2022 1:30 pm – 2:30 pm
Crerar 390, 5730 S. Ellis Ave., Chicago, IL,
10/06/2022 01:30 PM 10/06/2022 02:30 PM America/Chicago Onur Mutlu (ETH Zurich) – The Story of RowHammer Crerar 390, 5730 S. Ellis Ave., Chicago, IL,

We will examine the RowHammer problem in DRAM, which is the first example of how a circuit-level failure mechanism in Dynamic Random Access Memory (DRAM) can cause a practical and widespread system security vulnerability. RowHammer is the phenomenon that repeatedly accessing a row in a modern DRAM chip predictably causes errors in physically-adjacent rows. It is caused by a hardware failure mechanism called read disturb errors, a manifestation of circuit-level cell-to-cell interference in a scaled memory technology. Building on our initial fundamental work that appeared at ISCA 2014, Google Project Zero demonstrated that this hardware phenomenon can be exploited by user-level programs to gain kernel privileges. Many other works demonstrated other attacks exploiting RowHammer, including remote takeover of a server vulnerable to RowHammer and takeover of a mobile device by a malicious user-level application.

Unfortunately, the RowHammer problem still plagues cutting-edge DRAM chips, DDR4 and beyond. Based on our recent characterization studies of more than 1500 DRAM chips from six technology generations that appeared at ISCA 2020 and MICRO 2021, we will show that RowHammer at the circuit level is getting much worse, newer DRAM chips are much more vulnerable to RowHammer than older ones, and existing mitigation techniques do not work well. We will also show that existing proprietary mitigation techniques employed in DDR4 DRAM chips, which are advertised to be Rowhammer-free, can be bypassed via many-sided hammering (also known as TRRespass & Uncovering TRR).

Throughout the talk, we will analyze the properties of the RowHammer problem, examine circuit/device scaling characteristics, and discuss solution ideas. We will also discuss what other problems may be lurking in DRAM and other types of memory, e.g., NAND flash, Phase Change Memory and other emerging memory technologies, which can potentially threaten the foundations of reliable and secure systems, as the memory technologies scale to higher densities. We will conclude by describing and advocating a principled approach to memory reliability and security research that can enable us to better anticipate and prevent such vulnerabilities.


Onur Mutlu

Professor of Computer Science, ETH Zurich

Onur Mutlu is a Professor of Computer Science at ETH Zurich. He is also a faculty member at Carnegie Mellon University, where he previously held the Strecker Early Career Professorship. His current broader research interests are in computer architecture, systems, hardware security, and bioinformatics. A variety of techniques he,along with his group and collaborators, has invented over the years have influenced industry and have been employed in commercial microprocessors and memory/storage systems. He obtained his PhD and MS in ECE from the University of Texas at Austin and BS degrees in Computer Engineering and Psychology from the University of Michigan, Ann Arbor. He started the Computer Architecture Group at Microsoft Research (2006-2009), and held various product and research positions at Intel Corporation, Advanced Micro Devices, VMware, and Google. He received the Intel Outstanding Researcher Award, NVMW Persistent Impact Prize, IEEE High Performance Computer Architecture Test of Time Award, the IEEE Computer Society Edward J. McCluskey Technical Achievement Award, ACM SIGARCH Maurice Wilkes Award, the inaugural IEEE Computer Society Young Computer Architect Award, the inaugural Intel Early Career Faculty Award, US National Science Foundation CAREER Award, Carnegie Mellon University Ladd Research Award, faculty partnership awards from various companies, and a healthy number of best paper or “Top Pick” paper recognitions at various computer systems, architecture, and security venues. He is an ACM Fellow, IEEE Fellow, and an elected member of the Academy of Europe (Academia Europaea). His computer architecture and digital logic design course lectures and materials are freely available on YouTube (, and his research group makes a wide variety of software and hardware artifacts freely available online (

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