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Readings

Lecture 1 (23.09 Thu.)

Mentioned in Lecture 1:

N.P. Jouppi, C. Young, N. Patil, D. Patterson, G. Agrawal, R. Bajwa, S. Bates, S. Bhatia, N. Boden, A. Borchers, R. Boyle, P.-L. Cantin, C. Chao, C. Clark, J. Coriell, M. Daley, M. Dau, J. Dean, B. Gelb, T.V. Ghaemmaghami, R. Gottipati, W. Gulland, R. Hagmann, C.R. Ho, D. Hogberg, J. Hu, R. Hundt, D. Hurt, J. Ibarz, A. Jaffey, A. Jaworski, A. Kaplan, H. Khaitan, D. Killebrew, A. Koch, N. Kumar, S. Lacy, J. Laudon, J. Law, D. Le, C. Leary, Z. Liu, K. Lucke, A. Lundin, G. MacKean, A. Maggiore, M. Mahony, K. Miller, R. Nagarajan, R. Narayanaswami, R. Ni, K. Nix, T. Norrie, M. Omernick, N. Penukonda, A. Phelps, J. Ross, M. Ross, A. Salek, E. Samadiani, C. Severn, G. Sizikov, M. Snelham, J. Souter, D. Steinberg, A. Swing, M. Tan, G. Thorson, B. Tian, H. Toma, E. Tuttle, V. Vasudevan, R. Walter, W. Wang, E. Wilcox, D.H. Yoon, "In-Datacenter Performance Analysis of a Tensor Processing Unit,” ISCA 2017.
Vijaykumar, Nandita, Abhilasha Jain, Diptesh Majumdar, Kevin Hsieh, Gennady Pekhimenko, Eiman Ebrahimi, Nastaran Hajinazar, Phillip B. Gibbons, and Onur Mutlu. "A case for richer cross-layer abstractions: Bridging the semantic gap with expressive memory." ISCA, 2018."
Vijaykumar, Nandita, Eiman Ebrahimi, Kevin Hsieh, Phillip B. Gibbons, and Onur Mutlu. "The Locality Descriptor: A holistic cross-layer abstraction to express data locality in GPUs." ISCA, 2018.
Yixin Luo, Sriram Govindan, Bikash Sharma, Mark Santaniello, Justin Meza, Aman Kansal, Jie Liu, Badriddine Khessib, Kushagra Vaid, and Onur Mutlu, "Characterizing Application Memory Error Vulnerability to Optimize Data Center Cost via Heterogeneous-Reliability Memory" DSN 2014
S. Koppula, L. Orosa, A. G. Yaglikci, R. Azizi, T. Shahroodi, K. Kanellopoulos, and O. Mutlu, "EDEN: Enabling Energy-Efficient, High-Performance Deep Neural Network Inference Using Approximate DRAM," in MICRO, 2019.
K. Kanellopoulos, N. Vijaykumar, C. Giannoula, R. Azizi, S. Koppula, N. M. Ghiasi, T. Shahroodi, J. Gomez-Luna, and O. Mutlu, "SMASH: Co-designing Software Compression and Hardware-Accelerated Indexing for Efficient Sparse Matrix Operations", MICRO, 2019
Nastaran Hajinazar, Pratyush Patel, Minesh Patel, Konstantinos Kanellopoulos, Saugata Ghose, Rachata Ausavarungnirun, Geraldo Francisco de Oliveira Jr., Jonathan Appavoo, Vivek Seshadri, and Onur Mutlu, "The Virtual Block Interface: A Flexible Alternative to the Conventional Virtual Memory Framework," In ISCA, 2020
B.C. Lee, E. Ipek, O. Mutlu, D. Burger, "Architecting Phase Change Memory as a Scalable DRAM Alternative," ISCA 2009
B. C. Lee, P. Zhou, J. Yang, Y. Zhang, B. Zhao, E. Ipek, O. Mutlu, and D. Burger "Phase-Change Technology and the Future of Main Memory" IEEE Micro Top Picks 2010
Y. -C. Kwon et al., "25.4 A 20nm 6GB Function-In-Memory DRAM, Based on HBM2 with a 1.2TFLOPS Programmable Computing Unit Using Bank-Level Parallelism, for Machine Learning Applications," in ISSCC, 2021
Ke et al. "Near-Memory Processing in Action: Accelerating Personalized Recommendation with AxDIMM", IEEE Micro, 2021
Junwhan Ahn, Sungpack Hong, Sungjoo Yoo, Onur Mutlu, and Kiyoung Choi, "A Scalable Processing-in-Memory Accelerator for Parallel Graph Processing," ISCA, 2015.
Junwhan Ahn, Sungjoo Yoo, Onur Mutlu, and Kiyoung Choi,"PIM-Enabled Instructions: A Low-Overhead, Locality-Aware Processing-in-Memory Architecture," ISCA, 2015.
A. Boroumand, S. Ghose, Y. Kim, R. Ausavarungnirun, E. Shiu, R. Thakur, D. Kim, A. Kuusela, A. Knies, P. Ranganathan, and O. Mutlu, "Google Workloads for Consumer Devices: Mitigating Data Movement Bottlenecks,” ASPLOS, 2018.
C. Giannoula, N. Vijaykumar, N. Papadopoulou, V. Karakostas, I. Fernandez, J. Gómez-Luna, L. Orosa, N. Koziris, G. Goumas, and O. Mutlu, "SynCron: Efficient Synchronization Support for Near-Data-Processing Architectures,” HPCA, 2021.
Kevin Hsieh, Eiman Ebrahimi, Gwangsun Kim, Niladrish Chatterjee, Mike O'Connor, Nandita Vijaykumar, Onur Mutlu, and Stephen W. Keckler, "Transparent Offloading and Mapping (TOM): Enabling Programmer-Transparent Near-Data Processing in GPU Systems," ISCA, 2016.
Ashutosh Pattnaik, Xulong Tang, Adwait Jog, Onur Kayiran, Asit K. Mishra, Mahmut T. Kandemir, Onur Mutlu, and Chita R. Das, "Scheduling Techniques for GPU Architectures with Processing-In-Memory Capabilities," PACT, 2016.
Kevin Hsieh, Samira Khan, Nandita Vijaykumar, Kevin K. Chang, Amirali Boroumand, Saugata Ghose, and Onur Mutlu, "Accelerating Pointer Chasing in 3D-Stacked Memory: Challenges, Mechanisms, Evaluation," ICCD, 2016.
Milad Hashemi, Khubaib, Eiman Ebrahimi, Onur Mutlu, and Yale N. Patt, "Accelerating Dependent Cache Misses with an Enhanced Memory Controller," ISCA, 2016.
Milad Hashemi, Onur Mutlu, and Yale N. Patt, "Continuous Runahead: Transparent Hardware Acceleration for Memory Intensive Workloads," MICRO, 2016.
G. Singh, D. Diamantopoulos, C. Hagleitner, J. Gómez-Luna, S. Stuijk, O. Mutlu, and H. Corporaal, "NERO: A Near High-Bandwidth Memory Stencil Accelerator for Weather Prediction Modeling," FPL, 2020
Damla Senol Cali, Gurpreet S. Kalsi, Zulal Bingol, Can Firtina, Lavanya Subramanian, Jeremie S. Kim, Rachata Ausavarungnirun, Mohammed Alser, Juan Gomez-Luna, Amirali Boroumand, Anant Nori, Allison Scibisz, Sreenivas Subramoney, Can Alkan, Saugata Ghose, and Onur Mutlu, "GenASM: A High-Performance, Low-Power Approximate String Matching Acceleration Framework for Genome Sequence Analysis," MICRO, 2020
I. Fernandez, R. Quislant, C. Giannoula, M. Alser, J. Gómez-Luna, E. Gutiérrez, O. Plata, and O. Mutlu, "NATSA: A Near-Data Processing Accelerator for Time Series Analysis," ICCD, 2020
G. Singh, M. Alser, D. S. Cali, D. Diamantopoulos, J. Gómez-Luna, H. Corporaal, and O. Mutlu, "FPGA-based Near-Memory Acceleration of Modern Data-Intensive Applications", IEEE Micro, 2021
G. F. Oliveira, J. Gomez-Luna, L. Orosa, S. Ghose, N. Vijaykumar, I. Fernandez, M. Sadrosadati, and O. Mutlu, "DAMOV: A New Methodology and Benchmark Suite for Evaluating Data Movement Bottlenecks"," IEEE Access, 2021
V. Seshadri, D. Lee, T. Mullins, H. Hassan, A. Boroumand, J. Kim, M.A. Kozuch, O. Mutlu, P.B. Gibbons, T.C. Mowry, “Ambit: In-Memory Accelerator for Bulk Bitwise Operations Using Commodity DRAM Technology,” MICRO, 2017.
V. Seshadri and O. Mutlu, "In-DRAM Bulk Bitwise Execution Engine," Invited Book Chapter in Advances in Computers, to appear in 2020.
N. Hajinazar, G. F. Oliveira, S. Gregorio, J. D. Ferreira, N. M. Ghiasi, M. Patel, M. Alser, S. Ghose, J. Gomez-Luna, and O. Mutlu, "SIMDRAM: An End-to-End Framework for Bit-Serial SIMD Computing in DRAM," in ASPLOS, 2021.
V. Seshadri, Y. Kim, C. Fallin, D. Lee, R. Ausavarungnirun, G. Pekhimenko, Y. Luo, O. Mutlu, M.A. Kozuch, P.B. Gibbons, T.C. Mowry, "RowClone: Fast and Energy-Efficient In-DRAM Bulk Data Copy and Initialization," MICRO, 2013.
K. K. Chang, P. J. Nair, S. Ghose, D. Lee, M. K. Qureshi, O. Mutlu, "Low-Cost Inter-Linked Subarrays (LISA): Enabling Fast Inter-Subarray Data Movement in DRAM," HPCA 2016
Y. Wang, L. Orosa, X. Peng, Y. Guo, S. Ghose, M. Patel, J. S. Kim, J. G. Luna, M. Sadrosadati, N. M. Ghiasi, and O. Mutlu, "FIGARO: Improving System Performance via Fine-Grained In- DRAM Data Relocation and Caching", MICRO 2020
S. H. S. Rezaei, M. Modarressi, R. Ausavarungnirun, M. Sadrosadati, O. Mutlu, and M. Daneshtalab, "NoM: Network-on-Memory for Inter-Bank Data Transfer in Highly-Banked Memories", CAL 2020
J. S. Kim, M. Patel, H. Hassan, and O. Mutlu, "The DRAM Latency PUF: Quickly Evaluating Physical Unclonable Functions by Exploiting the Latency-Reliability Tradeoff in Modern DRAM Devices", HPCA, 2018
J. S. Kim, M. Patel, H. Hassan, L. Orosa, and O. Mutlu, "D-RaNGe: Using Commodity DRAM Devices to Generate True Random Numbers with Low Latency and High Throughput", HPCA, 2019
O. Mutlu, S. Ghose, J. Gomez-Luna, and R. Ausavarungnirun, "A Modern Primer on Processing in Memory", Invited Book Chapter in Emerging Computing: From Devices to Systems - Looking Beyond Moore and Von Neumann, Springer, to be published in 2021.
Saugata Ghose, Amirali Boroumand, Jeremie S. Kim, Juan Gomez-Luna, and Onur Mutlu, "Processing-in-Memory: A Workload-Driven Perspective," IBM Journal of Research & Development, 2019
Yoongu Kim, Ross Daly, Jeremie Kim, Chris Fallin, Ji Hye Lee, Donghyuk Lee, Chris Wilkerson, Konrad Lai, Onur Mutlu, ”Flipping Bits in Memory Without Accessing Them: An Experimental Study of DRAM Disturbance Errors”, ISCA, 2014
O. Mutlu, J. S. Kim, RowHammer: A Retrospective," arXiv, 2019
Jeremie S. Kim, Minesh Patel, A. Giray Yaglikci, Hasan Hassan, Roknoddin Azizi, Lois Orosa, and Onur Mutlu, “Revisiting RowHammer: An Experimental Analysis of Modern Devices and Mitigation Techniques”, ISCA 2020
Pietro Frigo, Emanuele Vannacci, Hasan Hassan, Victor van der Veen, Onur Mutlu, Cristiano Giuffrida, Herbert Bos, and Kaveh Razavi, "TRRespass: Exploiting the Many Sides of Target Row Refresh", Proceedings of the 41st IEEE Symposium on Security and. Privacy (S&P), 2020
Lucian Cojocar, Jeremie Kim, Minesh Patel, Lillian Tsai, Stefan Saroiu, Alec Wolman, and Onur Mutlu, "Are We Susceptible to Rowhammer? An End-to-End Methodology for Cloud Providers", Proceedings of the 41st IEEE Symposium on Security and Privacy (S&P), 2020
A. Giray Yaglikci, Minesh Patel, Jeremie S. Kim, Roknoddin Azizi, Ataberk Olgun, Lois Orosa, Hasan Hassan, Jisung Park, Konstantinos Kanellopoulos, Taha Shahroodi, Saugata Ghose, and Onur Mutlu, "BlockHammer: Preventing RowHammer at Low Cost by Blacklisting Rapidly-Accessed DRAM Rows", HPCA, 2021
D. Senol Cali, J.S. Kim, S. Ghose, C. Alkan, and O. Mutlu, “Nanopore Sequencing Technology and Tools for Genome Assembly: Computational Analysis of the Current State, Bottlenecks and Future Directions,” Briefings in Bioinformatics, 2018
M. Alser, H. Hassan, H. Xin, O. Ergin, O. Mutlu, C. Alkan, "GateKeeper: A New Hardware Architecture for Accelerating Pre-Alignment in DNA Short Read Mapping,” Bioinformatics, 2017
J.S. Kim, D. Senol Cali, H. Xin, D. Lee, S. Ghose, M. Alser, H. Hassan, O. Ergin, C. Alkan, and O. Mutlu, "GRIM-Filter: Fast Seed Location Filtering in DNA Read Mapping Using Processing-in-Memory Technologies," BMC Genomics, 2018
Mohammed Alser, Hasan Hassan, Akash Kumar, Onur Mutlu, Can Alkan, and Inanc Birol, "Shouji: A fast and efficient pre-alignment filter for sequence alignment," Bioinformatics 2019.
Mohammed Alser, Taha Shahroodi, Juan Gomez-Luna, Can Alkan, and Onur Mutlu, "SneakySnake: A Fast and Accurate Universal Genome Pre-Alignment Filter for CPUs, GPUs, and FPGAs," Bioinformatics 2020 https://arxiv.org/pdf/1910.09020.pdf.
Mohammed Alser, Zulal Bingol, Damla Senol Cali, Jeremie Kim, Saugata Ghose, Can Alkan, and Onur Mutlu, "Accelerating Genome Analysis: A Primer on an Ongoing Journey," IEEE Micro 2020.

Lecture 2 (30.09 Thu.)

Suggested (lecture 2):

Described in detail during lecture 2:

Lecture 3 (07.10 Thu.)

Suggested (lecture 3):

Lecture 4 (14.10 Thu.)

Suggested (lecture 4):

Session 1 (04.11 Thu.)

Mentioned (Session 1)

Session 2 (11.11 Thu.)

Mentioned (Session 2.1)

Mentioned (Session 2.2)

Rahul Razdan and Michael D. Smith. "A High-Performance Microarchitecture with Hardware-Programmable Functional Units." MICRO 1994.

Seminar in Computer Architecture - Fall 2021

Table of Contents

Readings

Lecture 1 (23.09 Thu.)

Mentioned in Lecture 1:

Lecture 2 (30.09 Thu.)

Suggested (lecture 2):

Described in detail during lecture 2:

Lecture 3 (07.10 Thu.)

Suggested (lecture 3):

Lecture 4 (14.10 Thu.)

Suggested (lecture 4):

Session 1 (04.11 Thu.)

Mentioned (Session 1)

Session 2 (11.11 Thu.)

Mentioned (Session 2.1)

Mentioned (Session 2.2)