All Stories

  1. Performance Analysis of CNN Inference/Training with Convolution and Non-Convolution Operations on ASIC Accelerators

    Article • ACM Transactions on Design Automation of Electronic Systems, November 2024, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  2. IR-Aware ECO Timing Optimization Using Reinforcement Learning

    Article • September 2024, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  3. An Open-Source ML-Based Full-Stack Optimization Framework for Machine Learning Accelerators

    Article • ACM Transactions on Design Automation of Electronic Systems, May 2024, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  4. A Machine Learning Approach to Improving Timing Consistency between Global Route and Detailed Route

    Article • ACM Transactions on Design Automation of Electronic Systems, December 2023, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  5. On Endurance of Processing in (Nonvolatile) Memory

    Article • June 2023, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  6. The ALIGN Automated Analog Layout Engine

    Article • March 2023, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  7. Recent Progress in the Analysis of Electromigration and Stress Migration in Large Multisegment Interconnects

    Article • March 2023, ACM (Association for Computing Machinery)

    Olympia Axelou, Sachin Sapatnekar

  8. A Generalized Methodology for Well Island Generation and Well-Tap Insertion in Analog/Mixed-Signal Layouts

    Article • ACM Transactions on Design Automation of Electronic Systems, March 2023, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  9. Performance-driven Wire Sizing for Analog Integrated Circuits

    Article • ACM Transactions on Design Automation of Electronic Systems, December 2022, ACM (Association for Computing Machinery)

    Yaguang Li, Sachin Sapatnekar

  10. Encoder-Decoder Networks for Analyzing Thermal and Power Delivery Networks

    Article • ACM Transactions on Design Automation of Electronic Systems, December 2022, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  11. A Novel Semi-Analytical Approach for Fast Electromigration Stress Analysis in Multi-Segment Interconnects

    Article • October 2022, ACM (Association for Computing Machinery)

    Sachin Sapatnekar, Olympia Axelou

  12. Energy-efficient and Reliable Inference in Nonvolatile Memory under Extreme Operating Conditions

    Article • ACM Transactions on Embedded Computing Systems, September 2022, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  13. Physically Accurate Learning-based Performance Prediction of Hardware-accelerated ML Algorithms

    Article • September 2022, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  14. From Global Route to Detailed Route: ML for Fast and Accurate Wire Parasitics and Timing Prediction

    Article • September 2022, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  15. Analog/Mixed-Signal Layout Optimization using Optimal Well Taps

    Article • April 2022, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  16. Spiking Neural Networks in Spintronic Computational RAM

    Article • ACM Transactions on Architecture and Code Optimization, December 2021, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  17. CAMeleon

    Article • June 2021, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  18. Machine Learning Techniques in Analog Layout Automation

    Article • March 2021, ACM (Association for Computing Machinery)

    Sachin Sapatnekar, Yaguang Li

  19. A customized graph neural network model for guiding analog IC placement

    Article • November 2020, ACM (Association for Computing Machinery)

    Sachin Sapatnekar, Yaguang Li

  20. PIMBALL

    Article • ACM Transactions on Architecture and Code Optimization, December 2019, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  21. Stress-Induced Performance Shifts in 3D DRAMs

    Article • ACM Transactions on Design Automation of Electronic Systems, October 2019, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  22. ALIGN

    Article • June 2019, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  23. True In-memory Computing with the CRAM

    Article • May 2019, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  24. Optimal design of JPEG hardware under the approximate computing paradigm

    Article • June 2016, ACM (Association for Computing Machinery)

    Sachin Sapatnekar

  25. Joint precision optimization and high level synthesis for approximate computing

    Article • June 2015, ACM (Association for Computing Machinery)

    Sachin Sapatnekar