Paper of Logic-In-Memory

Collection of lecture about logic-in-memory(mostly based on RRAM) in these years（mostly 2015-2022） About：

Some famous team of logic in memory

• TEAM~Shahar Kvatinsky, Israel Institute of Technology
• TEAM~Tajana Simunic Rosing, UC San Diego
• TEAM~Said Hamdioui, Delft University of Technology
• TEAM~Giovanni De Micheli, EPFL
• TEAM~Rolf Drechsler, University of Bremen
• TEAM~Rickard Ewetz, University of Central Florida
• TEAM~Anupam Chattopadhyay, Nanyang Technological University
• TEAM~Guojie Luo, Peking University
• TEAM~Xiaoming Chen, Institute of Computing Technology, CAS
• ...

LOGIC STRUCTURE: In compilation process of logic synthesis, code in HDL will be translate into uniform DAG expression for the following optimization

• SOP(sum of product),example paper : " SAID : A Supergate-Aided Logic Synthesis Flow for Memristive Crossbars " PDF
  • Valerio Tenace; Roberto G. Rizzo; Debjyoti Bhattacharjee; Anupam Chattopadhyay; Andrea Calimera (DATE 2019)
• BDD(Binary decision diagrams): " Graph-Based Algorithms for Boolean Function Manipulation " PDF
  • Bryant (TC 1986)
• AIG(And inverte graph)

logic family design

Survey:

• Memristive Logic: A Framework for Evaluation and Comparison PDF
  • John Reuben; Rotem Ben-Hur; Nimrod Wald; Nishil Talati; Ameer Haj Ali; Pierre-Emmanuel Gaillardon; Shahar Kvatinsky .(PATMOS 2017)

compute-in-crossbar: the output is written in output RRAM while computing

• 'Memristive' switches enable 'stateful' logic operations via material implication PDF
  • Julien Borghetti, Gregory S. Snider, Philip J. Kuekes, J. Joshua Yang, Duncan R. Stewart & R. Stanley Williams .(NATURE 2010)
• Complementary resistive switches for passive nanocrossbar memories PDF
  • Eike Linn, Roland Rosezin, Carsten Kügeler & Rainer Waser. (Nature Materials 2010)
• Crossbar Logic Using Bipolar and Complementary Resistive Switches PDF
  • R. Rosezin, E. Linn, C. Kügeler, R. Bruchhaus, and R. Waser. (IEEE Electron Device Letters 2011)
• Beyond von Neumann—logic operations in passive crossbar arrays alongside memory operations PDF
  • E Linn, R Rosezin, S Tappertzhofen, U Böttger and R Waser .(Nanotechnology 2012)
• MAGIC—Memristor-Aided Logic PDF
  • Shahar Kvatinsky, Dmitry Belousov, Slavik Liman, Guy Satat, Nimrod Wald, Eby G. Friedman, Avinoam Kolodny, Uri Weiser .(TCAS-II 2014)
• Boolean Logic Operations and Computing Circuits Based on Memristors PDF
  • Georgios Papandroulidakis; Ioannis Vourkas; Nikolaos Vasileiadis; Georgios Ch. Sirakoulis (TCAS-II 2014)
• Fast boolean logic mapped on memristor crossbar PDF
  • Lei Xie; Hoang Anh Du Nguyen; Mottaqiallah Taouil; Said Hamdioui; Koen Bertels (ICCD 2015)
• Logic Design Within Memristive Memories Using Memristor-Aided loGIC (MAGIC) PDF
  • Nishil Talati;Saransh Gupta;Pravin Mane;Shahar Kvatinsky (TNANO 2016)
• Crossbar-Based Memristive Logic-in-Memory Architecture PDF
  • Georgios Papandroulidakis; Ioannis Vourkas; Angel Abusleme; Georgios Ch. Sirakoulis; Antonio Rubio .(TNANO 2017)
• MAD Gates—Memristor Logic Design Using Driver Circuitry PDF
  • Lauren Guckert; Earl E. Swartzlander (TCAS-II 2017)
• FELIX: Fast and Energy-Efficient Logic in Memory PDF (based-on MAGIC,fast)
  • Saransh Gupta; Mohsen Imani; Tajana Rosing (ICCAD 2018)
• Memristive Computational Memory Using Memristor Overwrite Logic (MOL) PDF
  • Khaled Alhaj Ali;Mostafa Rizk;Amer Baghdadi;Jean-Philippe Diguet;Jalal Jomaah;Naoya Onizawa;Takahiro Hanyu .(TVLSI 2020)
• RIME: A Scalable and Energy-Efficient Processing-In-Memory Architecture for Floating-Point Operations PDF
  • Zhaojun Lu; Md Tanvir Arafin; Gang Qu (ASP-DAC 2021)

push-to-periphery: RRAM in crossbar is voltage dividers, input/output are voltages

• Nanowire-based programmable architectures PDF (Note: need inverters to be logical completeness)
  • ANDRE´ DEHON. (ACM Journal on Emerging Technologies in Computing Systems 2005)
• MRL–Memristor Ratioed Logic PDF
  • Shahar Kvatinsky; Nimrod Wald; Guy Satat; Avinoam Kolodny; Uri C. Weiser; Eby G. Friedman. (CNNA 2012)
• Logic operations in memory using a memristive Akers array PDF
  • Yifat Levy, Jehoshua Bruck, Yuval Cassuto, Eby G.Friedman, Avinoam Kolodny, Eitan Yaakobi, Shahar Kvatinsky. (Microelectronics Journal 2014)
• Computation of Boolean Formulas Using Sneak Paths in Crossbar Computing .PDF (interesting paper,using sneak path for logic)
  • Alvaro Velasquez (Advisor: Sumit Kumar Jha, Honors Theses of UCF, 1990-2015)
• Pinatubo: A processing-in-memory architecture for bulk bitwise operations in emerging non-volatile memories
  • Shuangchen Li; Cong Xu; Qiaosha Zou; Jishen Zhao; Yu Lu; Yuan Xie .DAC 2016 PDF
• Reconfigurable In-Memory Computing with Resistive Memory Crossbar PDF (two level logic,basic of L-Si)
  • Yue Zha, Jing Li (ICCAD 2016)
• MPIM: Multi-Purpose In-Memory Processing Using Configurable Resistive Memory PDF
  • Mohsen Imani; Yeseong Kim; Tajana Rosing (ASP-DAC 2017)
• Scouting Logic: A Novel Memristor-Based Logic Design for Resistive Computing PDF
  • Lei Xie; H.A. Du Nguyen;Jintao Yu;Ali Kaichouhi;Mottaqiallah Taouil;Mohammad Gh. Alfailakawi;Said Hamdioui. (ISVLSI 2017)
• A Parallel-friendly Majority Gate to Accelerate In-memory Computation PDF (time-based SA)
  • John Reuben; Stefan Pechmann (ASAP 2020)

search-after-storage : RRAM can be used to store the truth table of function, In a narrow sense, this is not memory computing but more like Non-volatile FPGA

• Fpga based on integration of CMOS and RRAM PDF
  • Sansiri Tanachutiwat; Ming Liu; Wei Wang .(TVLSI 2011)
• Nonvolatile 3D-FPGA with monolithically stacked RRAM-based configuration memory PDF
  • Young Yang Liauw; Zhiping Zhang; Wanki Kim; Abbas El Gamal; S. Simon Wong .(ISSCC 2012)
• An Offset-Tolerant Fast-Random-Read Current-Sampling-Based Sense Amplifier for Small-Cell-Current Nonvolatile Memory PDF
  • Meng-Fan Chang, Shin-Jang Shen, Chia-Chi Liu, Che-Wei Wu, Yu-Fan Lin, Ya-Chin King, Chorng-Jung Lin, Hung-Jen Liao, Yu-Der Chih, and Hiroyuki Yamauchi. (JSSC 2013)
• Merging Everything (ME): A Unified FPGA Architecture Based on Logic-in-Memory Techniques PDF
  • Xiaoming Chen, Longxiang Yin, Bosheng Liu, and Yinhe Han. (DAC 2019)
• Meltrix: A RRAM-Based Polymorphic Architecture Enhanced by Function Synthesis PDF
  • Boyu Long, Libo Shen, Xiaoyu Zhang, Yinhe Han, Xian-He Sun, Xiaoming Chen. (ICCAD 2023)

synthesis design

• A General Logic Synthesis Framework for Memristor-based Logic Design PDF

  • Zhenhua Zhu; Mingyuan Ma; Jialong Liu; Liying Xu; Xiaoming Chen; Yuchao Yang; Yu Wang; Huazhong Yang (ICCAD 2019)

• An MIG-based Compiler for Programmable Logic-in-Memory Architectures PDF

  • Mathias Soeken; Saeideh Shirinzadeh; Pierre-Emmanuel Gaillardon; Luca Gaetano Amarú; Rolf Drechsler; Giovanni De Micheli (DAC 2016)

• SAID : A Supergate-Aided Logic Synthesis Flow for Memristive Crossbars PDF

  • Valerio Tenace; Roberto G. Rizzo; Debjyoti Bhattacharjee; Anupam Chattopadhyay; Andrea Calimera (DATE 2019)

• Meltrix: A RRAM-Based Polymorphic Architecture Enhanced by Function Synthesis PDF

  • Boyu Long, Libo Shen, Xiaoyu Zhang, Yinhe Han, Xian-He Sun, Xiaoming Chen. (ICCAD 2023)

• LIM-GEN: A Data-Guided Framework for Automated Generation of Heterogeneous Logic-in-Memory Architecture. PDF

  • Libo Shen; Boyu Long; Rui Liu; Xiaoyu Zhang; Yinhe Han; Xiaoming Chen (ICCAD 2023)

architecture design

• Deep Learning Acceleration using Digital-Based Processing In-Memory PDF

  • Mohsen Imani; Saransh Gupta; Yeseong Kim; Tajana Rosing (ISCA 2019)

• FloatPIM: In-Memory Acceleration of Deep Neural Network Training with High Precision PDF

  • Mohsen Imani; Saransh Gupta; Yeseong Kim; Tajana Rosing (SOCC 2020)

• The Programmable Logic-in-Memory (PLiM) computer PDF

  • Pierre-Emmanuel Gaillardon; Luca Amarú; Anne Siemon; Eike Linn; Rainer Waser; Anupam Chattopadhyay; Giovanni De Micheli (DATE 2016)

• ReVAMP: ReRAM based VLIW architecture for in-memory computing PDF

  • Debjyoti Bhattacharjee; Rajeswari Devadoss; Anupam Chattopadhyay (DATE 2017)

• LIM-GEN: A Data-Guided Framework for Automated Generation of Heterogeneous Logic-in-Memory Architecture. PDF

  • Libo Shen; Boyu Long; Rui Liu; Xiaoyu Zhang; Yinhe Han; Xiaoming Chen (ICCAD 2023)