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WeekDateTopicReading MaterialDue Dates
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1Jan 9 (Mon)- Introduction, Motivation, and Course Logistics- Mutlu, Onur, et al. "A modern primer on processing in memory." Emerging Computing: From Devices to Systems. Springer, Singapore, 2023. 171-243.
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Jan 11 (Wed)- Memory Basics and Background- Kim, Yoongu, et al. "A case for exploiting subarray-level parallelism (SALP) in DRAM." 2012 39th Annual International Symposium on Computer Architecture (ISCA). IEEE, 2012.
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2Jan 16 (Mon)No lecture --- Martin Luther King Holiday
Deadline for selecting your paper and presentation slot, due on Jan 16th at 11:59pm
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Jan 18 (Wed)- Processing using DRAM
- How to review, present, and critique a paper 		- Seshadri, Vivek, et al. "RowClone: Fast and energy-efficient in-DRAM bulk data copy and initialization." Proceedings of the 46th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), 2013.Paper review #1
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3Jan 23 (Mon)- Processing near memory
- Guest lecture 1: UPMEM 		- UPMEM presentation at Hot Chips 2019

- https://www.upmem.com/ressources/

- Gómez-Luna, Juan, et al. "Benchmarking memory-centric computing systems: Analysis of real processing-in-memory hardware." 2021 12th International Green and Sustainable Computing Conference (IGSC). IEEE, 2021.
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Jan 25 (Wed)- Processing using DRAM
- How to review, present, and critique a paper
- Project ideas		- Chang, Kevin K., et al. "Low-cost inter-linked subarrays (LISA): Enabling fast inter-subarray data movement in DRAM." 2016 IEEE International Symposium on High Performance Computer Architecture (HPCA). IEEE, 2016.

- Seshadri, Vivek, et al. "Ambit: In-memory accelerator for bulk bitwise operations using commodity DRAM technology." 2017 50th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO). IEEE, 2017.
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4Jan 30 (Mon)- Automata Processor
(An example of processing near DRAM)		- Dlugosch, Paul, et al. "An efficient and scalable semiconductor architecture for parallel automata processing." IEEE Transactions on Parallel and Distributed Systems 25.12 (2014): 3088-3098.

- Sadredini, Elaheh, et al. "eAP: A scalable and efficient in-memory accelerator for automata processing." Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture (MICRO), 2019.

- Sadredini, Elaheh, et al. "Impala: Algorithm/architecture co-design for in-memory multi-stride pattern matching." 2020 IEEE international symposium on high performance computer architecture (HPCA). IEEE, 2020.

- Sadredini, Elaheh, et al. "A scalable solution for rule-based part-of-speech tagging on novel hardware accelerators." Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD), 2018.		Project proposal document submission, due on Jan 30 at 11:59 PM

Paper review #2
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Feb 1 (Wed)Project proposal presentations
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5Feb 6 (Mon)- Near Memeory Computing (instructor lecture)
- Student paper presentation: Erfan Shayegani 		Ke, Liu, et al. "Recnmp: Accelerating personalized recommendation with near-memory processing." 2020 ACM/IEEE 47th Annual International Symposium on Computer Architecture (ISCA). IEEE, 2020.
Paper review #3
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Feb 8 (Wed)- Processing using Caches (instructor lecture)
- Student presentation: Ivann De la Cruz		Aga, Shaizeen, et al. "Compute caches." 2017 IEEE International Symposium on High Performance Computer Architecture (HPCA). IEEE, 2017.

Huang, Min, et al. "An energy efficient 32-nm 20-mb shared on-die L3 cache for intel® xeon® processor E5 family." IEEE Journal of Solid-State Circuits 48.8 (2013): 1954-1962.		Paper review #4
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6Feb 13 (Mon)- Cryptography with in-cache computing (instructor lecture)
- Student presentation: Stanley Zhao		Eckert, Charles, et al. "Neural cache: Bit-serial in-cache acceleration of deep neural networks." 2018 ACM/IEEE 45Th annual international symposium on computer architecture (ISCA). IEEE, 2018.Paper review #5
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Feb 15 (Wed)- Side channel attacks in Processing-in-Memory architectures
- Student presentation: Pedram Zaree		Wang, Ziyu, et al. "Side-channel attack analysis on in-memory computing architectures." arXiv preprint arXiv:2209.02792 (2022).
Paper review #6 & #7
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7Feb 20 (Mon)No lecture -- Presidents' Day Holiday
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Feb 22 (Wed)- In-NVM Processing
- Student presentation: Ratnodeep Bandyopadhyay
- Student presentation: Manjeet Singh Bhatia		Chi, Ping, et al. "Prime: A novel processing-in-memory architecture for neural network computation in reram-based main memory." ACM SIGARCH Computer Architecture News 44.3 (2016): 27-39.

Shafiee, Ali, et al. "ISAAC: A convolutional neural network accelerator with in-situ analog arithmetic in crossbars." ACM SIGARCH Computer Architecture News 44.3 (2016): 14-26.		Project progress report, due on Feb 21th at 11:59 PM

Paper review #8 & #9
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8Feb 27 (Mon)- Data security for processing in memory (Instructor lecture)
- Student presentation: Sahar Ghoflsaz		Xiong, Wenjie, et al. "SecNDP: Secure Near-Data Processing with Untrusted Memory." 2022 IEEE International Symposium on High-Performance Computer Architecture (HPCA). IEEE, 2022.
Paper review #10
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Mar 1 (Wed)- In-Storage Processing
- Student presentation: Amirali Mazooji
- Student presentation: Lawrence Wang 		Hu, Yu-Ching, et al. "Dynamic multi-resolution data storage." Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture. 2019.

Ruan, Zhenyuan, Tong He, and Jason Cong. "{INSIDER}: Designing {In-Storage} Computing System for Emerging {High-Performance} Drive." 2019 USENIX Annual Technical Conference (USENIX ATC 19). 2019.		Paper review #11 & #12
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9Mar 6 (Mon)- Side channel attacks in Processing-in-Memory architectures
- Student presentation: Qun Lou		Ensan, Sina Sayyah, et al. "SCARE: Side Channel Attack on In-Memory Computing for Reverse Engineering." IEEE Transactions on Very Large Scale Integration (VLSI) Systems 29.12 (2021): 2040-2051
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Mar 8 (Wed)
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10Mar 13 (Mon)Final project presentations
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Mar 15 (Wed)Final project presentationsFinal report and implementation submission, due on March 19th at 11:59 PM
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