Chair: Nima Karimian, San Jose State University
Co-Chair: Jiliang Zhang, Hunan University

10:25AM
1A.1
Efficient Transfer Learning on Modeling Physical Unclonable Functions
Qian Wang¹, Omid Aramoon¹, Pengfei Qiu², Gang Qu^3
1University of Maryland, ²Research Institute of Information Technology & TNList, Tsinghua University, Beijing, China, ³Univ. of Maryland, College Park

10:45AM
1A.2
SeqL: Secure Scan-Locking for IP Protection
Seetal Potluri¹, Aydin Aysu¹, Akash Kumar^2
1North Carolina State University, ²Technical University of Dresden

11:05AM
1A.3
A Survey of DMFBs Security: State-of-the-Art Attack and Defense
Chen Dong¹, Lingqing Liu¹, Huangda Liu¹, Wenzhong Guo¹, Xing Huang², Sihuang Lian¹, Ximeng Liu¹, Tsung-Yi Ho^2
1Fuzhou University, ²National Tsing Hua University

11:25AM
1A.4
How to retrieve PUF response from a fabricated chip securely?
Aijiao Cui and yuxi Wang
Harbin Institute of Technology (Shenzhen)

Chair: Hassan Salmani, Howard University
Co-Chair: Amey Kulkarni and Abhilash Goyal, NVIDIA Inc. / Velodyne LiDAR

10:25AM
1B.1
Code-Bridged Classifier (CBC): A Low or Negative Overhead Defense for Making a CNN Classifier Robust Against Adversarial Attacks
Farnaz Behnia¹, ali mirzaeian¹, Mohmmad Sabokrou², Sai Manoj¹, Tinoosh Mohsenin³, Khaled Khasawneh¹, Liang Zhao¹, Houman Homayoun⁴, Avesta Sasan^1
1George Mason University, ²self, ³University of Maryland Baltimore County, ⁴University of California Davis

10:45AM
1B.2
A Survey on Neural Trojans
Yuntao Liu¹, Ankit Mondal², Michael Zuzak¹, Abhishek Chakraborty³, Nina Jacobsen³, Daniel Xing³, Ankur Srivastava^3
1University of Maryland, College Park, ²University of Maryland, ³University of Maryland College Park

11:05AM
1B.3
LASCA: Learning Assisted Side Channel Delay Analysis for Hardware Trojan Detection
Ashkan Vakil¹, Farnaz Behnia¹, Ali Mirzaeian¹, Houman Homayoun², Naghmeh Karimi³, Avesta Sasan^1
1George Mason University, ²University of California Davis, ³University of Maryland Baltimore County

11:25AM
1B.4
Rethinking FPGA Security in the New Era of Artificial Intelligence
Xiaolin Xu
University of Illinois at Chicago

Chair: Raviprakash Rao, Texas Instruments
Co-Chair: Marshnil Dave, Lion Semiconductor

10:25AM
1C.1
CDS-RSRAM: a Reconfigurable SRAM Architecture to Reduce Read Power with Column Data Segmentation
Han Xu¹, Ziru Li¹, Fei Qiao², Qi Wei¹, Xinjun Liu¹, Huazhong Yang^1
1Tsinghua University, ²Dept.of Electronic Engineering in Tsinghua University, Beijing National Research Center for Information Science and Technology (BNRist)

10:45AM
1C.2
RARA: Dataflow Based Error Compensation Methods with Runtime Accuracy-Reconfigurable Adder
Shujuan Yin¹, Zheyu Liu², Guihong Li³, Fei Qiao², Qi Wei⁴, Yuanfeng Wu⁵, Lianru Gao⁵, Xinjun Liu⁶, Huazhong Yang^2
1Baotou Teachers' College, Inner Mongolia University of Science & Technology, Baotou, China;Tsinghua University, Beijing, China, ²Tsinghua University, Beijing, China;Beijing National Research Center for Information Science and Technology, ³University of Texas at Austin;Tsinghua University, Beijing, China, ⁴Tsinghua University, Beijing, China, ⁵Key Laboratory of Digital Earth Science, Aerospace Information Research Institute, Chinese Academy of Sciences, Beijing, China;, ⁶Tsinghua University, Beijing, China;

11:05AM
1C.3
Low-power Accuracy-configurable Carry Look-ahead Adder Based on Voltage Overscaling Technique
Hassan Afzali-Kusha¹, Mehdi Kamal², Massoud Pedram^1
1USC, ²University of Tehran

11:25AM
1C.4
Design Space Exploration Driven by Lifetime Concerns due to Electromigration
Frank Wolff¹, Daniel Weyer¹, Chris Papachristou¹, William Clay^2
1Case Western Reserve University, ²C.W. Consultants

Chair: Rasit Topaloglu, IBM
Co-Chair: Sara Tehranipoor, Santa Clara University

10:25AM
1D.1
Integrated CAM-RAM Functionality using Ferroelectric FETs
Sumitha George¹, Nicolas Jao², Akshay Krishna Ramanathan², Xueqing Li³, Sumeet Kumar Gupta⁴, John Sampson², Vijaykrishnan Narayanan^2
1Pennsylvania State University, ²PSU, ³Tsinghua University, ⁴Purdue University

10:45AM
1D.2
Statistical Analysis of Temperature Variability on the Write Efficiency of Spin-Orbit Torque MRAM using Polynomial Chaos Metamodels
Sonal Shreya¹, Surila Guglani¹, Brajesh Kumar Kaushik², Sourajeet Roy^1
1Indian Institute of Technology Roorkee, ²I.I.T-Roorkee

11:05AM
1D.3
Multi-Bit Read and Write Methodologies for Diode-MTJ Crossbar Array
Mohammad Nasim Imtiaz Khan and Swaroop Ghosh
Pennsylvania State University

Chair: Samah Saeed, City University of New York
Co-Chair: Gang Qu, University of Maryland

3:10PM
2A.1
Strong Anti-SAT: Secure and Effective Logic Locking
Yuntao Liu¹, Michael Zuzak¹, Yang Xie¹, Abhishek Chakraborty², Ankur Srivastava^1
1University of Maryland, College Park, ²University of Maryland College Park

3:30PM
2A.2
EM Fault Injection on ARM and RISC-V
Mahmoud A. Elmohr, Haohao Liao, Catherine H. Gebotys
University of waterloo

3:50PM
2A.3
On Securing Scan Obfuscation Strategies Against ScanSAT Attack
RAJIT KARMAKAR¹ and Santanu Chattopadhyay^2
1INDIAN INSTITUTE OF TECHNOLOGY KHARAGPUR, ²IIT Kharagpur

4:10PM
2A.4
Fault Attack Detection in AES by Monitoring Power Side-Channel Statistics
Ahish Shylendra¹, Priyesh Shukla¹, Swarup Bhunia², Amit Ranjan Trivedi^1
1University of Illinois at Chicago, ²University of Florida

Chair: Siddhartha Nath, Synopsys Inc.
Co-Chair: Shilpa Pendyala, Intel Corp.

3:10PM
2B.1
Accurate Estimation of Dynamic Timing Slacks using Event-Driven Simulation
Dimitrios Garyfallou¹, Ioannis Tsiokanos², Nestor Evmorfopoulos¹, Georgios Stamoulis¹, Georgios Karakonstantis^2
1University of Thessaly, ²Queen's University Belfast

3:30PM
2B.2
A Layout-Based Soft Error Rate Estimation and Mitigation in the Presence of Multiple Transient Faults in Combinational Logic
Christos Georgakidis, Georgios Ioannis Paliaroutis, Nikolaos Sketopoulos, Pelopidas Tsoumanis, Christos Sotiriou, Nestor Evmorfopoulos, Georgios Stamoulis
University of Thessaly - Department of Electrical and Computer Engineering

3:50PM
2B.3
Stress-Induced Performance Shifts in Flexible System-in-Foils Using Ultra-Thin Chips
Tengtao Li and Sachin S. Sapatnekar
University of Minnesota

4:10PM
2B.4
A Methodology for Reusable Physical Design
Edward Wang, Colin Schmidt, Adam Izraelevitz, John Wright, Borivoje Nikolic, Elad Alon, Jonathan Bachrach
University of California, Berkeley

Chair: Stephen Heinrich-Barna, Texas Instruments
Co-Chair: Vinod Viswanath, Real Intent, Inc.

3:10PM
2C.1
Error Coverage, Reliability and Cost Analysis of Fault Tolerance Techniques for 32-bit Memory in Space Applications
david freitas¹, david mota¹, Daniel Simões¹, Clailton Lopes¹, roger goerl², César Marcon³, Jarbas Silveira⁴, João Mota^1
1ufc, ²PUC-RS, ³PUCRS, ⁴Universidade Federal do Ceará

3:30PM
2C.2
Vulnerability-aware Dynamic Reconfiguration of Partially Protected Caches
Yuanwen Huang and Prabhat Mishra
University of Florida

3:50PM
2C.3
Alleviating Bottlenecks for DNN Execution on GPUs via Opportunistic Computing
Xianwei Cheng¹, Hui Zhao², Mahmut Kandemir³, saraju mohanty¹, Beilei Jiang^2
1University of North Texas, ²UNT, ³PSU

4:10PM
2C.4
Learning-Enabled NoC Design for Heterogeneous Manycore Systems
Ryan Kim
Colorado State University

Chair: Sumitha George, Pennsylvania State University
Co-Chair: Kurt Schwartz, Texas Instruments

3:10PM
2D.1
Improving Reliability of Quantum True Random Number Generator using Machine Learning
Abdullah Ash- Saki, Mahabubul Alam, Swaroop Ghosh
Pennsylvania State University

3:30PM
2D.2
Degradation of Classification Accuracy due to Imperfections and Limited Precision and their Mitigation Approaches in Mixed-signal Neuromorphic Image Classifiers
Dmitri Strukov
UC Santa Barbara

3:50PM
2D.3
Reducing Impact of CNFET Process Imperfections on Shape of Activation Function by Using Connection Pruning and Approximate Neuron Circuit
Kaship Sheikh and Lan Wei
University of Waterloo

Chair: Sara Tehranipoor, Santa Clara University
Co-Chair: Vinod Viswanath, Real Intent, Inc.

08:45AM
PW.1
Compression or Corruption? A Study on the Effectsof Transient Faults on BNN Inference Accelerators
Navid Khoshavi¹, Connor Broyles¹, Yu Bi^2
1Florida Polytechnic University, ²University of Rhode Island

08:50AM
PW.2
A Low-Power LSTM Processor for Multi-Channel Brain EEG Artifact Detection
Hasib-Al- Rashid¹, Nitheesh Kumar Manjunath¹, Hirenkumar Paneliya¹, Morteza Hosseini¹, W. David Hairston², Tinoosh Mohsenin^1
1University of Maryland Baltimore County, ²Human Research and Engineering Directorate, US Army Research Lab

08:55AM
PW.3
Formal Verification of a Fully Automated Out-of-Plane Cell Injection System
Iram Tariq Bhatti and Osman Hasan
School of Electrical Engineering and Computer Science (SEECS), National University of Sciences and Technology (NUST)

09:00AM
PW.4
An NBTI-aware Task Parallelism Scheme for Improving Lifespan of Multi-core Systems
Yu-Guang Chen¹, Yu-Yi Lin², Ing-Chao Lin^3
1National Central University, ²Yuan Ze University, ³National Cheng Kung University

09:05AM
PW.5
Synthesis and Generalization of Parallel Algorithms Considering Communication Constraints
Akihiro Goda¹, Yukio Miyasaka², Amir Masoud Gharehbaghi³, Masahiro Fujita^2
11-4-18, ²University of Tokyo, ³The University of Tokyo

09:10AM
PW.6
Optimal choice of waveform for library characterization for accurate delay calculation
Ajoy Mandal and Saili Shete
Texas Instruments

09:15AM
PW.7
Spintronics-based Reconfigurable Ising Model Architecture
Ankit Mondal and Ankur Srivastava
University of Maryland

09:20AM
PW.8
A Statistical Methodology for Post-Fabrication Weight Tuning in a Binary Perceptron
Elham Azari¹, Ankit Wagle¹, Sunil Khatri², Sarma Vrudhula^1
1Arizona State University, ²Texas A&M University

09:25AM
PW.9
Analytical Estimation and Localization of Hardware Trojan Vulnerability in RTL Designs
Sheikh Ariful Islam, Love Kumar Sah, Srinivas Katkoori
University of South Florida

09:30AM
PW.10
SATConda: SAT to SAT-Hard Clause Translator
Rakibul Hassan, Gaurav Kolhe, Setareh Rafatirad, Houman Homayoun, Sai Manoj Pudukotai Dinakarrao
George Mason University

09:35AM
PW.11
Entropy-Shield: Side-Channel Entropy Maximization for Timing-based Side-Channel Attacks
Abhijitt Dhavlle¹, Raj Mehta², Setareh Rafatirad², Houman Homayoun², Sai Manoj Pudukotai Dinakarrao^2
1George Mason University , VA, USA, ²George Mason University

09:40AM
PW.12
Integrated Implantable Electrode Array and Amplifier Design for Single-chip Wireless Neural Recordings
Hengying Shan¹, Nathan Conrad¹, Shabnam Ghotbi², John Peterson¹, Saeed Mohammadi^1
1Purdue University, ²Purdue Univeristy

09:45AM
PW.13
IMU-based Smart Knee Pad for Walking Distance and Stride Count Measurement
Teng-Chia Wang¹, Yan-Ping Chang¹, Chun-Jui Chen¹, Yun-Ju Lee¹, Chia-Chun Lin¹, Yung-Chih Chen², Chun-Yao Wang^3
1National Tsing Hua University, ²Yuan Ze University, ³Dept. CS, National Tsing Hua University

09:50AM
PW.14
Secure, Scalable and Low-Power Junction Temperature Sensing for Multi-Processor Systems-on-Chip
G ANAND KUMAR
TEXAS INSTRUMENTS INDIA PVT LTD

09:55AM
PW.15
Saving Time and Energy Using Partial Flash Memory Operations in Low-Power Microcontrollers
Prawar Poudel and Aleksandar Milenkovic
The University of Alabama in Huntsville

10:00AM
PW.16
Variation-Aware Heterogeneous Voltage Regulation for Multi-Core Systems-on-a-Chip with On-Chip Machine Learning
Joseph Riad¹, Jianhao Chen¹, Edgar Sánchez-Sinencio¹, Peng Li^2
1Texas A&M University, ²UC Santa Barbara

10:05AM
PW.17
Performance Boost Scheme with Activated Dummy Fin in 12-nm FinFET Technology for High-Performance Logic Application
Motoi Ichihashi, Jia Zeng, Youngtag Woo, Xuelian Zhu, Chenchen Wang, James Mazza
GLOBALFOUNDRIES

10:10AM
PW.18
A Morphable Physically Unclonable Function and True Random Number Generator using a Commercial Magnetic Memory
Mohammad Nasim Imtiaz Khan¹, Chak Yuen Cheng², Sung Hao Lin², Abdullah Ash- Saki¹, Swaroop Ghosh^1
1Pennsylvania State University, ²The Pennsylvania State University

10:15AM
PW.19
Extracting Power Signature from Low Dropout Voltage Regulator for IoT Security
David Thompson and Haibo Wang
Southern Illinois University Carbondale

Chair: Pradeep Chawda, Apple, Inc.
Co-Chair: Abhronil Sengupta, Pennsylvania State University

10:20AM
3A.1
Rehabilitation System for Limbs using IMUs
Chun-Jui Chen¹, Yi-Ting Lin¹, Chia-Chun Lin¹, Yung-Chih Chen², Yun-Ju Lee¹, Chun-Yao Wang^3
1National Tsing Hua University, ²Yuan Ze University, ³Dept. CS, National Tsing Hua University

10:40AM
3A.2
Piezoelectric CMOS Charger: Highest Output Power Design
Siyu Yang and Gabriel Rincon-Mora
Georgia Institute of Technology

11:00AM
3A.3
Highest Wireless Power: Inductively Coupled Or RF?
Nan Xing and Gabriel Rincón-Mora
Georgia Institute of Technology

11:20AM
3A.4
Self-Powered IOT System for Edge Inference
Dileep Kurian¹, Tanay Karnik², Mukesh Bhartiya¹, saransh Chhabra², Saksham Soni², Jaykant Timbadiya², Suhwan Kim², Krishnan Ravichandran², Ankit Gupta², Angela Nicoara^3
1Intel technologies, ²Intel, ³HSLU

11:40AM
3A.5
WiFi for the Internet of Things: Towards Enhancing Energy Efficiency and Timeliness
Behnam Dezfouli
Santa Clara University

Chair: Amey Kulkarni, NVIDIA Inc.
Co-Chair: Abhilash Goyal, Xiaosen Liu, Velodyne LiDAR / Intel Corp.

10:20AM
3B.1
Optimization using Machine Learning for Heterogeneous Systems
Madhavan Swaminathan
Georgia Tech

10:40AM
3B.2
BNN Pruning: Pruning Binary Neural Network Guided by Weight Flipping Frequency
Yixing Li and Fengbo Ren
Arizona State University

11:00AM
3B.3
CSCMAC - Cyclic Sparsely Connected Neural Network Manycore Accelerator
Hirenkumar Paneliya¹, Morteza Hosseini¹, Avesta Sasan², Houman Homayoun², Tinoosh Mohsenin^1
1University of Maryland Baltimore County, ²George Mason University

11:20AM
3B.4
FeFET-Based Neuromorphic Architecture with On-Device Feedback Alignment Training
Sumin Jo¹, Abdullah Zyarah², Santoch Kurinec², Kai Ni², Fatima Tuz Zohora¹, Dhireesha Kudithipudi^1
1University of Texas at San Antonio, ²Rochester Institute of Technology

11:40AM
3B.5
An Efficient Deep Reinforcement Learning Framework for UAVs
Shanglin Zhou¹, Bingbing Li¹, Caiwu Ding², Lu Lu², Caiwen Ding^1
1University of Connecticut, ²New Jersey Institute of Technology

Chair: Pravin Kumar Venkatesan, Velodyne LiDAR
Co-Chair: Abhilash Goyal and Amey Kulkarni, Velodyne LiDAR / NVIDIA Inc.

10:20AM
3C.1.1
Integration and Evaluation of Quantum Accelerators for Data-Driven User Functions
Thomas Hubregtsen¹, Christoph Segler², Josef Pichlmeier³, Aritra Sarkar⁴, Thomas Gabor³, Koen Bertels^4
1BMW Research, ²BMW Group Research, New Technologies, Innovations, ³Ludwig Maximilian University of Munich, ⁴Delft University of Technology

10:40AM
3C.1.2
Hierarchical Improvement of Quantum Approximate Optimization Algorithm for Object Detection
Junde Li, Mahabubul Alam, Abdullah Ash-Saki, Swaroop Ghosh
Pennsylvania State University

11:00AM
3C.1.3
Cryo-CMOS IC Design and Simulation for Quantum Computing
Jeroen van Dijk¹, Pascal 't Hart¹, Rosario Incandela¹, Bishnu Patra¹, Masoud Babaie¹, Edoardo Charbon², Fabio Sebastiano¹, Andrei Vladimirescu^3
1TU Delft, ²EPFL, Intel Corp, Kavli Institute Delft, ³University of California at Berkeley/ISEP

Chair: Pravin Kumar Venkatesan, Velodyne LiDAR
Co-Chair: Abhilash Goyal and Amey Kulkarni, Velodyne LiDAR / NVIDIA Inc.

11:20AM
3C.2.1
Efficient Training of Deep Convolutional Neural Networks by Augmentation in Embedding Space
Mohammad Saeed Abrishami
University of Southern California

11:40AM
3C.2.2
Impacts of Machine Learning on Counterfeit IC Detection and Avoidance Techniques
Omid Aramoon¹ and Gang Qu^2
1University of Maryland, ²Univ. of Maryland, College Park

Chair: Sicheng Li, HPE
Co-Chair: Navid Khoshavi Najafabadi, Florida Polytechnic University

10:20AM
3D.1.1
TS-EFA: Resource-efficient High-precision Approximation of Exponential Functions Based on Template-scaling Method
Jeeson Kim, Vladimir Kornijcuk, Doo Seok Jeong
Hanyang University

Chair: Sicheng Li, HPE
Co-Chair: Navid Khoshavi Najafabadi, Florida Polytechnic University

10:40AM
3D.2.1
Accurate and Efficient Quantized Reservoir Computing System
Shiya Liu, Yibin Liang, Victor Gan, Lingjia Liu, Yang Yi
Virginia Tech

11:00AM
3D.2.2
A Scalable FPGA Engine for Parallel Acceleration of Singular Value Decomposition
Yu Wang¹, Jeong-Jun Lee², Yu Ding¹, Peng Li^3
1Texas A&M University, ²University of California at Santa Barbara, ³University of California, Santa Barbara

11:20AM
3D.2.3
Deep Neural Network Based Speech Recognition Systems under Noise Perturbations
Yifang Liu
Smule Inc

Chair: Ali Shahi, Global Foundries
Co-Chair: Sreejit Chakravarty, Intel Corp.

3:10PM
4A.1.1
Electrostatic Discharge Physical Verification of 2.5D/3D Integrated Circuits
Dina Medhat¹, Mohamed Dessouky¹, DiaaEldin Khalil^2
1Mentor, a Siemens Business / ECE Department, Faculty of Engineering, Ain Shames University, ²ECE Department, Faculty of Engineering, Ain Shames University

Chair: Sreejit Chakravarty, Intel Corp.
Co-Chair: Ali Shahi, Global Foundries

3:30PM
4A.2.1
Mining Message Flow Specifications using Recurrent Neural Network for System-on-Chip Designs
Yuting Cao¹, Mahesh Ketkar², Parijat Mukherjee², Hao Zheng¹, Jin Yang^3
1University of South Florida, ²Intel Corporation, ³Intel Corportation

3:50PM
4A.2.2
Diagnostic Circuit for Latent Fault Detection in SRAM Row Decoder
Shivendra Singh¹, Varshita Gupta¹, Anuj Grover¹, Kedar Janardan Dhori^2
1Indraprastha Institute of Information Technology Delhi, ²STMicroelectronics Pvt. Ltd., Greater Noida,

4:10PM
4A.2.3
Signal Selection Heuristics for Post-Silicon Validation
Suprajaa Tummala, Xiaobang Liu, Ranga Vemuri
University of Cincinnati

Chair: Sourav Das, Intel Corp.
Co-Chair: Sara Tehranipoor, Santa Clara University

3:10PM
4B.1
DOVA: A Dynamic Overwriting Voltage Adjustment for STT-RAM L1 Cache
Jinbo Chen¹, Keren Liu¹, Xiaochen Guo², Patrick Girard³, Yuanqing Cheng^1
1Beihang University, ²Lehigh University, ³CNRS, LIRMM

3:30PM
4B.2
Energy-Efficient Edge Detection using Approximate Ramanujan Sums
Archisman Ghosh¹, Gaurav Kumar K¹, Debaprasad De², ARNAB RAHA³, Mrinal Kanti Naskar^1
1Jadavpur University, ²Techno India, ³Intel Corporation

3:50PM
4B.3
Comparative Framework for the Analysis of Thermal and Resource Management Algorithms for Multi-Core Architectures
Moeez Akmal¹, Muhammad Sarmad Saeed¹, Muhammad Usama Sardar², Hareem Shafi¹, Osman Hasan¹, Heba Khdr³, Jorg Henkel^3
1National University of Sciences and Technology, Islamabad, Pakistan, ²Technische Universität Dresden, ³Karlsruhe Institute of Technology, Karlsruhe, Germany

4:10PM
4B.4
Energy-aware Scheduling of Jobs in Heterogeneous Cluster Systems Using Deep Reinforcement Learning
Amirhossein Esmaili¹ and Massoud Pedram^2
1University of Southern California, ²USC

Chair: Ahmedullah Aziz, University of Tennessee, Knoxville
Co-Chair: Joseph Friedman, UT Dallas

3:10PM
4C.1
Two-Graph Approach to Temperature Dependent Skew Scheduling
Mineo Kaneko
Japan Advanced Institute of Science and Technology

3:30PM
4C.2
Spintronics Enabled Neuromorphic Computing: Hardware-Algorithm Co-Design
Kezhou Yang¹, Sen Lu¹, Abhronil Sengupta^2
1Penn State University, ²The Pennsylvania State University

3:50PM
4C.3
EGAN: A Framework for Exploring the Accuracy vs. Energy Efficiency Trade-off in Hardware Implementation of Error Resilient Applications
Marzieh Vaeztourshizi¹, Mehdi Kamal², Massoud Pedram^1
1USC, ²University of Tehran

4:10PM
4C.4
Insulator-Metal Transition Material Based Artificial Neurons: A Design Perspective
Ahmedullah Aziz¹ and Kaushik Roy^2
1University of Tennessee, Knoxville, ²Purdue University

Chair: Shilpa Pendyala, Intel Corp.
Co-Chair: Siddhartha Nath, Synopsys Inc.

3:10PM
4D.1
NN-PARS: A Parallelized Neural Network Based Circuit Simulation Framework
Mohammad Saeed Abrishami¹, Hao Ge¹, Justin Calderon¹, Massoud Pedram², Shahin Nazarian^1
1University of Southern California, ²USC

3:30PM
4D.2
Layout Capacitance Extraction Using Automatic Pre-Characterization and Machine Learning
Zhixing Li and Weiping Shi
Texas A&M University

3:50PM
4D.3
Asynchronous Design flow for Neuromorphic Chips
Prasad Joshi
Intel Corporation

4:10PM
4D.4
Heterogeneous Integration Platform for AI Applications
Madhavan Swaminathan
Georgia Institute of Technology