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<!DOCTYPE html>
<html lang="en">
<head>
<title>ScopeX @ ASU</title>
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<b style="color: rgb(71, 71, 71)">C</b>o-design, Aut<b
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style="color: rgb(71, 71, 71)">p</b>timization across<br><b
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<h2>Faculty</h2>
</div>
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<img class="avatar" src="./groups/JiaqiGu_2x2.jpg"
style="width: 30%; height: 30%; margin-right: 20px;" />
<p style="flex: 1;"><b style="color:rgb(68, 68, 68)">Dr. Jiaqi Gu is currently an Assistant
Professor in the <a href="https://ecee.engineering.asu.edu/">School of Electrical,
Computer
and Energy Engineering (ECEE)</a>, <a href="https://www.asu.edu/">Arizona State
University</a>, Tempe, AZ, USA.<br>
He is the director of the Co-design, Automation, and Optimization across System,
Technology, and Intelligence Lab (ScopeX) at
ASU.<br>
<a href="http://www.jqgu.net/files/Jiaqi_Gu_CV_EN.pdf">[CV_JiaqiGu]</a></b></p>
</div>
<div class="section-title" style="margin-bottom:20px">
<h2>Research Interest</h2>
</div>
<b style="color:rgb(68, 68, 68)"><i>
If you are here to seek "TL;DR"...</i></b>
<ul style="margin-bottom:5px">
<li><b style="color:rgb(71, 71, 71)">Question</b>: what should I read, if I just want to
have a very quick glance at what ScopeX lab is currently focusing on? </li>
<li><b style="color:rgb(71, 71, 71)">Answer</b>: Prof. Gu has broad research interests spanning
from emerging hardware design for
efficient computing (photonics, post-CMOS electronics, quantum), hardware-algorithm
co-design, AI/ML
algorithms, and electronic-photonic design automation. We pick six papers that
represent our recent flavors. The list will change over time:
<ul>
<li><a href="https://arxiv.org/abs/2403.02688">[ONN Review, JLT 2024]</a></li>
<li><a href="http://arxiv.org/abs/2209.10098">[AI for Optical Simulation, NeurOLight,
NeurIPS 2022]</a></li>
<li><a href="https://arxiv.org/abs/2305.19533">[Photonic AI Accelerator, Lightening-Transformer, HPCA 2024]</a></li>
<li><a href="https://arxiv.org/abs/2112.08703">[Automated Photonic Circuit Design,
ADEPT, DAC
2022]</a></li>
<li><a href="https://doi.org/10.1109/TCAD.2020.3027649">[Circuit/Algorithm Co-Design for
Optical Neural Network, FFT-ONN, TCAD 2021]</a></li>
<li><a href="https://arxiv.org/abs/2110.14807">[Training Algorithm for ONN On-Chip
Deployment, L2ight, NeurIPS 2021]</a></li>
</ul>
</li>
Please check the <a href="./research.html">Research</a> tab for details of research in our lab.
<!-- <li><b style="color:rgb(71, 71, 71)">[New]</b>: Since April 2023, a group of VITA
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aria-label="Follow @ScopeX-ASU on GitHub">Follow @ScopeX-ASU</a>
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</ul>
<h5><strong><em><a href="./prospective_students.html" style="color:rgb(140, 29, 64)">
PhD Positions Available for Spring 2027; Welcome Research Interns for Summer/Fall 2026.</a>
Please fill in this <a href="https://forms.gle/Bg6QPACbudNKCsDW9">Form</a></em></strong></h5>
<div class="projects-home-card" data-aos="fade-up">
<div class="projects-kicker">New on the Site</div>
<h3>Project pages are now supported.</h3>
<p>We added a structured project explorer with filters for research categories, topics, and
techniques. Each project can now have its own page with image, abstract, links, citation,
and team-member references.</p>
<div class="projects-home-actions">
<a class="scopex-button" href="projects/index.html">Browse Projects</a>
<a class="scopex-button scopex-button-secondary" href="research.html">Start from Research Areas</a>
</div>
</div>
<div class="section-title" style="margin-bottom:20px">
<h2>Academic Activities and Services</h2>
</div>
<p>Dr. Gu received his Ph.D. degrees, under the supervision of Prof. <a
href="https://www.ece.utexas.edu/people/faculty/david-z-pan">David Z. Pan</a> and Prof. <a
href="https://www.ece.utexas.edu/people/faculty/ray-chen">Ray T. Chen</a>, in Electrical and
Computer Engineering from <a href="https://www.utexas.edu/">The University of Texas at
Austin</a>, Austin, TX, USA, in 2023.
Dr. Gu has authored 80+ peer-reviewed international journal/conference papers in above area.</p>
<p>He has received Best Paper Award at ASP-DAC 2020, selected as one out of 6 Best
Paper Finalists
at DAC 2020, won First Place at the ACM/SIGDA Student Research Competition (SRC) held at
ICCAD
2020, received the Best Poster Award at NSF Workshop on Machine Learning Hardware 2020,
received the Best Paper Candidate at DATE 2025, won First Place at the ACM Student Research Competition Grand Finals 2021, received the Best
Paper
Award at IEEE TCAD 2021, won the Robert S. Hilbert Memorial Optical Design
Competition 2022, and won Margarida Jacome Dissertation Prize at UT Austin ECE (2023), and Graduate School Outstanding Dissertation Award at UT Austin (2024).
He served as technical reviewers for over 18+ international journals/conferences, such as IEEE
TCAD, TODAES, DAC, ICCAD, ISVLSI, GLVLSI, IEEE TNNLS, NeurIPS, CVPR, ICCV, ECCV, AAAI, IROS,
Nature Communications, Science Advances, IEEE JSTQE, APL, IEEE PTL, etc. He also served as the
Technical
Program Committee member of DAC, ICCAD, ICCD, AAAI, CLEO, etc.
</p>
<div class="section-title" style="margin-bottom:20px">
<h2>News</h2>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Aug 2026]</b>
<ul style="margin-bottom:5px">
<li> Our invited review paper, <i>Harnessing Photonics for Machine Intelligence</i>,
is accepted by IEEE Circuits and Systems Magazine 2026. Cheers!
<a href="https://doi.org/10.1109/MCAS.2026.3688606">[Harnessing Photonics, IEEE CAS Review 2026]</a>
</li>
<li> Our recent work, <i>ReDON: Recurrent Diffractive Optical Neural Processor with Reconfigurable Self-Modulated Nonlinearity</i>,
is accepted by ACM TODAES 2026. Cheers!
<a href="https://arxiv.org/abs/2602.23616">[ReDON, ACM TODAES 2026]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[July 2026]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Bit-Sliced, Ultra-Compact Slow-Light Mach–Zehnder Modulator for Low-Power Operation at 6-Bit Resolution</i>,
is accepted by Optics Letters (OL) 2026. Cheers!
<a href="./files/publications//NP_OL2026_Gu.pdf">[6-bit Bit-sliced SL-MZM, OL 2026]</a>
</li>
<li> Our recent work, <i>SKYLIGHT: A Scalable Hundred-Channel 3D Photonic In-Memory Tensor Core Architecture for Real-time AI Inference</i>,
is accepted by ACM TODAES 2026. Cheers!
<a href="https://arxiv.org/abs/2602.19031">[SKYLIGHT, ACM TODAES 2026]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[May 2026]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>PRISM: Photonics-Informed Inverse Lithography for Manufacturable Inverse-Designed Photonic Integrated Circuits</i>,
is accepted by ACM TODAES 2026. Cheers!
<a href="https://arxiv.org/abs/2602.15762">[PRISM, ACM TODAES 2026]</a>
</li>
<li> Our recent invited review paper, <i>Harnessing Photonics for Machine Intelligence</i>,
is accepted by IEEE CAS 2026. Cheers!
<a href="https://arxiv.org/abs/2604.10841">[Harnessing Photonics for Machine Intelligence, IEEE CAS 2026]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Feb 2026]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>SP2RINT: Spatially-Decoupled Physics-Inspired Progressive Inverse Optimization for Scalable,
PDE-Constrained Meta-Optical Neural Network Training</i>,
is accepted by DAC 2026. Cheers!
<a href="https://arxiv.org/abs/2505.18377">[SP2RINT, DAC 2026]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Nov 2025]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Photonics-Aware Planning-Guided Automated Electrical Routing for Large-Scale Active Photonic Integrated Circuits</i>,
is accepted by ISPD 2026. Cheers!
<a href="https://arxiv.org/abs/2509.23764">[PICMetalRouter, ISPD 2026]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Oct 2025]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>LiDAR 2.0: Hierarchical Curvy Waveguide Detailed Routing for Large-Scale Photonic Integrated Circuits</i>,
is accepted by IEEE TCAD. Cheers!
<a href="https://arxiv.org/abs/2505.17239">[PICRouter, IEEE TCAD 2025]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Aug 2025]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>SPIPE: Differentiable SPICE-Level Co-Simulation Program for Integrated Photonics and Electronics</i>,
is accepted by IEEE TCAD. Cheers!
<a href="https://ieeexplore.ieee.org/document/11123599">[EPIC Co-simulator, IEEE TCAD 2025]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Jul 2025]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Hardware-efficient photonic tensor core: accelerating deep neural networks with structured compression</i>,
is accepted by Optica. Cheers!
<a href="https://opg.optica.org/optica/fulltext.cfm?uri=optica-12-7-1079&id=574160">[CirPTC, Optica 2025]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Jun 2025]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Apollo: Automated Routing-Informed Placement for Large-Scale Photonic Integrated Circuits</i>,
is accepted by ICCAD 2025. Cheers!
<a href="https://arxiv.org/abs/2504.18813">[PIC Placer, ICCAD 2025]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Mar 2025]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Qplacer: Frequency-Aware Component Placement for Superconducting Quantum Computers</i>,
is accepted by ISCA 2025. Cheers!
<a href="https://arxiv.org/abs/2401.17450">[QPlacer, ISCA 2025]</a>
</li>
<li> Our project, <i>GPU-Accelerated Physical AI-Augmented Optical Simulation and Inverse Design</i>,
is selected to receive NVIDIA Academic Grant Program Award. Cheers!
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Feb 2025]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>SimPhony: A Device-Circuit-Architecture Cross-Layer Modeling and Simulation Framework for Heterogeneous Electronic-Photonic AI System</i>,
is accepted by DAC 2025. Cheers!
<a href="https://arxiv.org/abs/2411.13715">[SimPhony, DAC 2025]</a>
</li>
<li> Our recent work, <i>Multi-Dimensional Reconfigurable, Physically Composable Hybrid Diffractive Optical Neural Network</i>,
is accepted by DAC 2025. Cheers!
<a href="https://arxiv.org/abs/2411.05748">[DONN, DAC 2025]</a>
</li>
<li> Our recent work, <i>PIC2O-Sim: A Physics-Inspired Causality-Aware Dynamic Convolutional Neural Operator for Ultra-Fast Photonic Device FDTD Simulation</i>,
is accepted by APL Photonics 2025. Cheers!
<a href="https://arxiv.org/abs/2406.17810">[PIC2O-Sim FDTD Sim, APL Photonics 2025]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Nov 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>BOSON−1: Understanding and Enabling Physically-Robust Photonic Inverse Design with Adaptive Variation-Aware Subspace Optimization</i>,
is accepted by IEEE DATE 2025. Cheers!
<a href="https://arxiv.org/abs/2411.08210">[BOSON InvDes, DATE 2025]</a>
</li>
<li> Our recent work, <i>qGDP: Quantum Legalization and Detailed Placement for Superconducting Quantum Computers</i>,
is accepted by IEEE DATE 2025 and selected as <b style="color:rgb(217, 33, 33)">Best Paper Candidate</b>. Cheers!
<a href="https://arxiv.org/abs/2411.02447">[qGDP, DATE 2025]</a>
</li>
<li> Our recent work, <i>APR: Automated Photonic Integrated Circuit Detailed Routing with Curvy Waveguide and Adaptive Crossing Insertion</i>,
is accepted by ACM ISPD 2025. Cheers!
<a href="https://arxiv.org/abs/2410.01260">[PIC Routing, ISPD 2025]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Sep 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>PACE: Pacing Operator Learning
to Accurate Optical Field Simulation for Complicated Photonic Devices</i>,
is accepted by NeurIPS 2024. Cheers!
<a href="">[PACE AI for FDFD Sim, NeurIPS 2024]</a>
</li>
<li> Our recent work, <i>Selecting robust silicon photonic designs after Bayesian optimization without extra simulations</i>,
is accepted by Optics Express 2024 <b style="color:rgb(217, 33, 33)">(Editor's Pick)</b>. Cheers!
<a href="">[Robust Bayesian Photonics, OE 2024]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Aug 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>The Unlikely Hero: Nonidealities in Analog Photonic Neural Networks as Built-in Adversarial Defenders</i>,
is accepted by ACM/IEEE ASPDAC 2025. Cheers!
<a href="">[ONN-Defense, ASPDAC 2025]</a>
</li>
<li> Our recent work, <i>ADEPT-Z: Zero-Shot Automated Circuit Topology Search for Pareto-Optimal Photonic Tensor Cores</i>,
is accepted by ACM/IEEE ASPDAC 2025. Cheers!
<a href="">[ADEPT-Z, ASPDAC 2025]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Jul 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Photonic-Electronic Integrated Circuits for
High-Performance Computing and AI Accelerator</i>,
is accepted by IEEE JLT 2024. Cheers!
<a href="https://arxiv.org/abs/2403.02688">[ONN-Review, JLT 2024]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Jun 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>SCATTER: Algorithm-Circuit Co-Sparse Photonic Accelerator with
Thermal-Tolerant, Power-Efficient In-situ Light Redistribution</i>,
is accepted by ACM/IEEE ICCAD 2024. Cheers!
<a href="https://arxiv.org/abs/2407.05510">[SCATTER, ICCAD 2024]</a>
</li>
<li> Our recent work, <i>DOCTOR: Dynamic On-Chip Temporal Variation Remediation Toward Self-Corrected Photonic Tensor Accelerators</i>,
is accepted by IEEE JLT 2024. Cheers!
<a href="https://arxiv.org/abs/2403.02688">[DOCTOR, JLT 2024]</a>
</li>
<li> Our recent work, <i>TeMPO: Efficient Time-Multiplexed Dynamic Photonic
Tensor Core for Edge AI with Compact Slow-Light Electro-Optic Modulator</i>,
is accepted by JAP 2024. Cheers!
<a href="https://arxiv.org/abs/2402.07393">[TeMPO, JAP 2024]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Mar 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>FPQA-C: A Compilation Framework for Field Programmable Qubit Array</i>,
is accepted by ISCA 2024. Cheers!
<a href="https://arxiv.org/pdf/2311.15123">[FPQA-C, ISCA 2024]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Feb 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Foundry Manufactured 6-bit Resolution, 150um Long SlowLight Electro-Optic
Modulator for On-Chip Photonic Tensor Computing</i>,
is accepted by CLEO 2024. Cheers!
<a href="http://www.jqgu.net/publications/papers/ONN_CLEO2024_Gu.pdf">[SL-MZM, CLEO 2024]</a>
</li>
<li> Our recent work, <i>Realization of a Compact Photoelectric Platform for Optical Convolution Processing</i>,
is accepted by CLEO 2024. Cheers!
<a href="http://www.jqgu.net/publications/papers/ONN_CLEO2024_Gu2.pdf">[Optical CNN, CLEO 2024]</a>
</li>
<li> Our recent work, <i>Deep Learning Enhanced Early Detection of Pancreatic Cancer Using Integrated
Photonic Chip Based Optical Neural Networks</i>,
is accepted by CLEO 2024. Cheers!
<a href="http://www.jqgu.net/publications/papers/ONN_CLEO2024_Gu3.pdf">[OSNN for Cancer, CLEO 2024]</a>
</li>
<li> Our recent work, <i>Q-Pilot: Field Programmable Quantum Array Compilation with Flying Ancillas</i>,
is accepted by DAC 2024. Cheers!
<a href="https://arxiv.org/pdf/2311.16190">[Q-Pilot, DAC 2024]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Jan 2024]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>M3ICRO: Machine Learning-Enabled Compact Photonic Tensor Core based on PRogrammable Multi-Operand Multimode Interference</i>,
is accepted by APL Machine Learning 2024. Cheers!
<a href="https://arxiv.org/abs/2305.19505">[MO-MMI, APL ML 2024]</a>
</li>
<li> Our recent work, <i>A Hardware-Efficient Silicon Electronic-Photonic Chip for Optical Structured Neural Networks</i>,
is accepted by SPIE Photonics West 2024. Cheers!
<a href="https://spie.org/photonics-west/presentation/A-hardware-efficient-silicon-electronic-photonic-chip-for-optical-structured/12892-3">[OSNN, PW 2024]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Dec 2023]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Integrated Multi-Operand Optical Neurons for Scalable and Hardware-Efficient Deep Learning</i>,
is accepted by Nanophotonics 2023. Cheers!
<a href="https://arxiv.org/abs/2305.19592">[MO-MZI, Nanophotonics 2023]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Oct 2023]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Lightening-Transformer: A Dynamically-operated Optically-interconnected Photonic Transformer Accelerator</i>,
is accepted by HPCA 2024. Cheers!
<a href="https://arxiv.org/abs/2305.19533">[DOTA, HPCA 2024]</a>
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Sep 2023]</b>
<ul style="margin-bottom:5px">
<li> Our recent work, <i>Pre-RMSNorm and Pre-CRMSNorm Transformers: Equivalent and Efficient Pre-LN Transformers</i>,
is accepted by NeurIPS 2023 and selected as <b>Spotlight</b> paper. Cheers!
<a href="https://arxiv.org/abs/2305.19533">[PRE-RMSNorm, NeurIPS 2023]</a>
</li>
<li> Our recent work, <i>Domain-Specific Optimization for Quantized Optical AI Computing Systems</i>,
is accepted by ICCV LBQNN workshop 2023. Cheers!
</li>
</div>
</div>
<div class="trend-entry d-flex">
<div class="trend-contents">
<b style="color:rgb(68, 68, 68)">[Jun 2023]</b>
<ul style="margin-bottom:5px">
<li> We will present <a href="https://arxiv.org/abs/2305.19533">[Photonic Transformer
DOTA, MLSys SNAP 2023]</a> and [Optical AI, MLSys
SNAP 2023] at MLSys SNAP workshop, Miami, FL on Jun 8 2023.
</li>
</div>
</div>
</div>
</div>
</div>
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