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HardwareVideosAccelerating Genome Analysis - Montenegro Academy of Sciences Conference, 3.11.2022
Hardware

Accelerating Genome Analysis - Montenegro Academy of Sciences Conference, 3.11.2022

•February 16, 2026
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Onur Mutlu Lectures
Onur Mutlu Lectures•Feb 16, 2026

Why It Matters

Faster, scalable genome analysis is critical to converting abundant sequencing data into rapid clinical and public-health decisions; solving computational bottlenecks could enable real-time diagnostics, precision therapy decisions, and more responsive epidemic surveillance. Investing in co-designed systems promises large scientific, medical, and economic returns as sequencing becomes ever cheaper and more widespread.

Summary

In a recorded talk for the Montenegro Academy of Sciences, the speaker outlined the urgent need to accelerate genome analysis, concentrating on the read-mapping bottleneck that impedes turning high-throughput sequencing outputs into actionable genomic insight. He traced advances in sequencing—especially nanopore technologies—that have driven dramatic cost reductions and data volume growth, but also introduced longer, error-prone reads that complicate computational reconstruction. The speaker argued that current general-purpose computing cannot keep pace with sequencer throughput and advocated cross-stack solutions—hardware/software/algorithm co-design and specialized systems—to speed and scale genome analysis. He framed this work as essential for timely applications from outbreak response to personalized medicine and described ongoing research and published papers addressing these challenges.

Original Description

Title: Accelerating Genome Analysis - Montenegro Academy of Sciences Conference
Speaker: Professor Onur Mutlu (https://people.inf.ethz.ch/omutlu/)
Date: November 3, 2022
Slides (pptx): https://people.inf.ethz.ch/omutlu/pub/onur-Montenegro-AcceleratingGenomeAnalysis-Nov-2-2022.pptx
Slides (pdf): https://people.inf.ethz.ch/omutlu/pub/onur-Montenegro-AcceleratingGenomeAnalysis-Nov-2-2022.pdf
Recommended Reading:
====================
A Modern Primer on Processing in Memory
https://arxiv.org/abs/2012.03112
Intelligent Architectures for Intelligent Computing Systems
https://arxiv.org/abs/2012.12381
RowHammer: A Retrospective
https://people.inf.ethz.ch/omutlu/pub/RowHammer-Retrospective_ieee_tcad19.pdf
Fundamentally Understanding and Solving RowHammer
https://arxiv.org/abs/2211.07613
RECOMMENDED LECTURE VIDEOS & PLAYLISTS:
========================================
Computer Architecture Fall 2021 Lectures Playlist:
https://www.youtube.com/watch?v=4yfkM_5EFgo&list=PL5Q2soXY2Zi-Mnk1PxjEIG32HAGILkTOF
Digital Design and Computer Architecture Spring 2021 Livestream Lectures Playlist:
https://www.youtube.com/watch?v=LbC0EZY8yw4&list=PL5Q2soXY2Zi_uej3aY39YB5pfW4SJ7LlN
Featured Lectures:
https://www.youtube.com/watch?v=jVYCchBGNVc&list=PL5Q2soXY2Zi8VrmOTz44l2WupethSdh-M&index=1
Interview with Professor Onur Mutlu:
https://www.youtube.com/watch?v=8ffSEKZhmvo&list=PL5Q2soXY2Zi8VrmOTz44l2WupethSdh-M&index=9
The Story of RowHammer Lecture:
https://www.youtube.com/watch?v=sgd7PHQQ1AI&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=39
Accelerating Genome Analysis Lecture:
https://www.youtube.com/watch?v=r7sn41lH-4A&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=41
Memory-Centric Computing Systems Tutorial at IEDM 2021:
https://www.youtube.com/watch?v=H3sEaINPBOE&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=35
Intelligent Architectures for Intelligent Machines Lecture:
https://www.youtube.com/watch?v=GTieZPY4Wmc&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=38
Computer Architecture Fall 2020 Lectures Playlist:
https://www.youtube.com/watch?v=c3mPdZA-Fmc&list=PL5Q2soXY2Zi9xidyIgBxUz7xRPS-wisBN
Digital Design and Computer Architecture Spring 2020 Lectures Playlist:
https://www.youtube.com/watch?v=AJBmIaUneB0&list=PL5Q2soXY2Zi_FRrloMa2fUYWPGiZUBQo2
Public Lectures by Onur Mutlu, Playlist:
https://www.youtube.com/watch?v=kgiZlSOcGFM&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl
Computer Architecture at Carnegie Mellon Spring 2015 Lectures Playlist:
https://www.youtube.com/watch?v=zLP_X4wyHbY&list=PL5PHm2jkkXmi5CxxI7b3JCL1TWybTDtKq
Rethinking Memory System Design Lecture @stanfordonline :
https://www.youtube.com/watch?v=F7xZLNMIY1E&list=PL5Q2soXY2Zi8D_5MGV6EnXEJHnV2YFBJl&index=4
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