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<h1 class="title"><p style="font-size: 30px">Parasara Sridhar Duggirala (పరాశర శ్రీధర్ దుగ్గిరాల)</p></h1>
<div class="topnav" id="myTopNav">
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<div class="litop"><a href="research.html" target="_self">Research Group and Projects</a></div>
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<noscript>JavaScript is off. Please use the <u>Bibtex File</u> for downloading the references in Bibtex format.</noscript>
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<div id="outline-container-org2edfd8b" class="outline-2">
<h2 id="org2edfd8b">Complete List Also Available at [<a href="https://scholar.google.com/citations?user=00S6A4IAAAAJ&hl=en">Google Scholar</a>] [<a href="https://dblp.org/pid/94/8863.html">DBLP</a>]</h2>
</div>
<div id="outline-container-orgbae7fed" class="outline-2">
<h2 id="orgbae7fed">Journal Publications</h2>
<div class="outline-text-2" id="text-orgbae7fed">
<ol class="org-ol">
<li><b>NExG: Provable and Guided State-Space Exploration of Neural Network Control Systems Using Sensitivity Approximation</b> <br />
<i>M. Goyal, M. Dewaskar, P. S. Duggirala</i> <br />
Proceedings of International Conference on Embedded Software (<b>EMSOFT</b>), October 2022. <br />
Published in IEEE Trans. Computer Aided Design of Integrated Circuits Systems (<b>IEEE TCAD</b>).<br />
<a href="./files/research/2022/goyal-tcad-2022-nexg-state-space-exploration.pdf">(PDF)</a>
<a href="./files/research/2022/goyal-tcad-2022-nexg-state-space-exploration.bib">(Bibtex File)</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>
@article{goyal2022nexg,
title={NExG: Provable and Guided State-Space Exploration of Neural Network Control Systems Using Sensitivity Approximation},
author={Goyal, Manish and Dewaskar, Miheer and Duggirala, Parasara Sridhar},
journal={IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems},
volume={41},
number={11},
pages={4265--4276},
year={2022},
publisher={IEEE}
}
</pre>
</p></div>
<br /></li>
<li><b><b>Safety Analysis of Embedded Controllers Under Implementation Platform Timing Uncertainties</b></b> <br />
<i>C. Hobbs, B. Ghosh, S. Xu, P. S. Duggirala, S. Chakraborty</i> <br />
International Conference on Embedded Software (<b>EMSOFT</b>), October 2022.<br />
Published in IEEE Trans. Computer Aided Design of Integrated Circuits Systems (<b>IEEE TCAD</b>). <br />
<a href="./files/research/2022/hobbs-tcad-2022-safety-analysis.pdf">PDF</a>
<a href="./files/research/2022/hobbs-tcad-2022-safety-analysis.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@article{hobbs2023safety,
title={Safety Analysis of Embedded Controllers Under Implementation Platform Timing Uncertainties},
author={Clara Hobbs and Bineet Ghosh and Shengjie Xu and Parasara Sridhar Duggirala and Samarjit Chakraborty},
journal={IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.},
volume={41},
number={11},
year={2022},
publisher={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b>Extracting Counterexamples Induced by Safety Violation in Linear Hybrid Systems</b> <br />
<i>M. Goyal, P. S. Duggirala</i> <br />
<b>Automatica</b>, July 2020.<br />
<a href="./files/research/2020/gd-automatica-2020-counterexamples.pdf">PDF</a>
<a href="./files/research/2020/gd-automatica-2020-counterexamples.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@article{goyal2020extracting,
title={Extracting counterexamples induced by safety violation in linear hybrid systems},
author={Goyal, Manish and Duggirala, Parasara Sridhar},
journal={Automatica},
volume={117},
pages={109005},
year={2020},
publisher={Elsevier}
}</pre>
</p></div>
<br /></li>
<li><b>Robust Reachable Set: Accounting for Uncertainties in Linear Dynamical Systems</b> <br />
<i>B. Ghosh, P. S. Duggirala</i> <br />
International Conference on Embedded Software (<b>EMSOFT</b>), October 2019.<br />
Published in ACM Transactions on Embedded Computing Systems (<b>TECS</b>).<br />
<a href="./files/research/2019/gd-emsoft-2019-robust-reach.pdf">PDF</a>
<a href="./files/research/2019/gd-emsoft-2019-robust-reach-ppt.pdf">PPT</a>
<a href="./files/research/2019/gd-emsoft-2019-robust-reach.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>
@article{ghosh2019robust,
title={Robust reachable set: Accounting for uncertainties in linear dynamical systems},
author={Ghosh, Bineet and Duggirala, Parasara Sridhar},
journal={ACM Transactions on Embedded Computing Systems (TECS)},
volume={18},
number={5s},
pages={97},
year={2019},
publisher={ACM}
}</pre>
</p></div>
<br /></li>
<li><b>Aggregation Strategies in Reachable Set Computation of Hybrid Systems</b> <br />
<i>P. S. Duggirala, S. Bak</i> <br />
International Conference on Embedded Software (<b>EMSOFT</b>), October 2019.<br />
Published in ACM Transactions on Embedded Computing Systems (<b>TECS</b>).<br />
<a href="./files/research/2019/db-emsoft-2019-aggregation.pdf">PDF</a>
<a href="./files/research/2019/db-emsoft-2019-aggregation.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@article{duggirala2019aggregation,
title={Aggregation strategies in reachable set computation of hybrid systems},
author={Duggirala, Parasara Sridhar and Bak, Stanley},
journal={ACM Transactions on Embedded Computing Systems (TECS)},
volume={18},
number={5s},
pages={1--21},
year={2019},
publisher={ACM New York, NY, USA}
}</pre>
</p></div>
<br /></li>
<li><b>Hybrid Automata based CEGAR for Rectangular Hybrid Systems</b> <br />
<i>P. Prabhakar, P. S. Duggirala, S. Mitra, M. Viswanathan</i> <br />
Formal Methods in System Design (<b>FMSD</b>), 2015.<br />
<a href="./files/research/2015/CEGAR-safety.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@article{PrabhakarDM015,
author = {Pavithra Prabhakar and
Parasara Sridhar Duggirala and
Sayan Mitra and
Mahesh Viswanathan},
title = {Hybrid automata-based {CEGAR} for rectangular hybrid systems},
journal = {Formal Methods Syst. Des.},
volume = {46},
number = {2},
pages = {105--134},
year = {2015}
}</pre></p></div>
<br /></li>
<li><b>A Formal Framework for Interfacing Mixed-Timing System</b> <br />
<i>S. Das, P. S. Duggirala, H. K. Kapoor</i> <br />
<b>Integration</b>, the VLSI Journal, June 2013.<br /></li>
</ol>
</div>
</div>
<div id="outline-container-orgc78ab22" class="outline-2">
<h2 id="orgc78ab22">Conference Publications</h2>
<div class="outline-text-2" id="text-orgc78ab22">
<ol class="org-ol">
<li><b><b>Statistical Approach to Efficient and Deterministic Schedule Synthesis for Cyber-Physical Systems</b></b> <br />
<i>S. Xu, B. Ghosh, C. Hobbs, E. Fraccaroli, P. S. Duggirala, S. Chakraborty</i> <br />
International Symposium on Automated Technology for Verification and Analysis (<b>ATVA</b>), October 2023. <br />
<a href="./files/research/2023/xu-atva-2023-statistical-schedule-synthesis.pdf">PDF</a>
<a href="./files/research/2023/xu-atva-2023-statistical-schedule-synthesis.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{xu2023statistical,
title={Statistical approach to efficient and deterministic schedule synthesis for cyber-physical systems},
author={Xu, Shengjie and Ghosh, Bineet and Hobbs, Clara and Fraccaroli, Enrico and Duggirala, Parasara Sridhar and Chakraborty, Samarjit},
booktitle={International Symposium on Automated Technology for Verification and Analysis},
pages={312--333},
year={2023},
organization={Springer}
}</pre>
</p></div>
<br /></li>
<li><b><b>Statistical Hypothesis Testing of Controller Implementations Under Timing Uncertainties</b></b> <br />
<span style="font-weight: bold; color: #8B0000;"> Best Paper Nomination</span> <br />
<i>B. Ghosh, C. Hobbs, S. Xu, P. S. Duggirala, J. H. Anderson, P. S. Thiagarajan, S. Chakraborty</i> <br />
International Conference on Embedded and Real-Time Computing Systems and Applications (<b>RTCSA</b>), August 2022. <br />
<a href="./files/research/2022/ghosh-rtcsa-2022-statistical-hypothesis-testing.pdf">PDF</a>
<a href="./files/research/2022/ghosh-rtcsa-2022-statistical-hypothesis-testing-ppt.pdf">PPT</a>
<a href="./files/research/2022/ghosh-rtcsa-2022-statistical-hypothesis-testing.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{ghosh2022statistical,
title={Statistical hypothesis testing of controller implementations under timing uncertainties},
author={Ghosh, Bineet and Hobbs, Clara and Xu, Shengjie and Duggirala, Parasara Sridhar and Anderson, James H and Thiagarajan, PS and Chakraborty, Samarjit},
booktitle={2022 IEEE 28th International Conference on Embedded and Real-Time Computing Systems and Applications (RTCSA)},
pages={11--20},
year={2022},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b><b>Automatic Generation of Test-cases of Increasing Complexity for Autonomous Vehicles at Intersections</b></b> <br />
<i>A. Karimi, P. S. Duggirala</i> <br />
International Conference of Cyber-Physical Systems (<b>ICCPS</b>), May 2022. <br />
<a href="./files/research/2022/karimi-iccps-2022-automatic-test-cases.pdf">PDF</a>
<a href="./files/research/2022/karimi-iccps-2022-automatic-test-cases-ppt.pdf">PPT</a>
<a href="./files/research/2022/karimi-iccps-2022-automatic-test-cases.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{karimi2022automatic,
title={Automatic generation of test-cases of increasing complexity for autonomous vehicles at intersections},
author={Karimi, Abolfazl and Duggirala, Parasara Sridhar},
booktitle={2022 ACM/IEEE 13th International Conference on Cyber-Physical Systems (ICCPS)},
pages={01--11},
year={2022},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b><b>Coverage-Guided Fuzz Testing for Cyber-Physical Systems</b></b> <br />
<i>S. Sheikhi, E. Kim, P. S. Duggirala, S. Bak</i><br />
International Conference on Cyber-Physical Systems (<b>ICCPS</b>) May 2022. <br />
<a href="./files/research/2022/sheikhi-iccps-2022-coverage-guided-fuzz-testing.pdf">PDF</a>
<a href="./files/research/2022/sheikhi-iccps-2022-coverage-guided-fuzz-testing-ppt.pdf">PPT</a>
<a href="./files/research/2022/sheikhi-iccps-2022-coverage-guided-fuzz-testing.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{sheikhi2022coverage,
title={Coverage-Guided Fuzz Testing for Cyber-Physical Systems},
author={Sanaz Sheikhi and Edward Kim and Parasara Sridhar Duggirala and Stanley Bak},
booktitle={13th {ACM/IEEE} International Conference on Cyber-Physical Systems, {ICCPS}},
year={2022}
}</pre>
</p></div>
<br /></li>
<li><b><b>Interpretable Trade-offs Between Robot Task Accuracy and Compute Efficiency</b></b> <br />
<i>B. Ghosh, S. Chinchali, P. S. Duggirala</i> <br />
International Conference on Intelligent Robots and Systems (<b>IROS</b>), September 2021. <br />
<a href="./files/research/2021/ghosh-iros-2021-trade-offs-robot-task.pdf">PDF</a>
<a href="./files/research/2021/ghosh-iros-2021-trade-offs-robot-task-ppt.pdf">PPT</a>
<a href="./files/research/2021/ghosh-iros-2021-trade-offs-robot-task.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{ghosh2021interpretable,
title={Interpretable Trade-offs Between Robot Task Accuracy and Compute Efficiency},
author={Ghosh, Bineet and Chinchali, Sandeep and Duggirala, Parasara Sridhar},
booktitle={{IEEE/RSJ} International Conference on Intelligent Robots and Systems, {IROS}},
year={2021}
}</pre>
</p></div>
<br /></li>
<li><b><b>Automatic Dynamic Parallelotope Bundles for Reachability Analysis of Nonlinear Systems</b></b> <br />
<i>E. Kim, S. Bak, P. S. Duggirala</i> <br />
International Conference on Formal Modeling and Analysis of Timed Systems (<b>FORMATS</b>), August 2021. <br />
<a href="./files/research/2021/kim-formats-2021-dynamic-parallelotope-bundles.pdf">PDF</a>
<a href="./files/research/2021/kim-formats-2021-dynamic-parallelotope-bundles.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{kim2021automatic,
title={Automatic dynamic parallelotope bundles for reachability analysis of nonlinear systems},
author={Kim, Edward and Bak, Stanley and Duggirala, Parasara Sridhar},
booktitle={Formal Modeling and Analysis of Timed Systems: 19th International Conference, FORMATS 2021, Paris, France, August 24--26, 2021, Proceedings 19},
pages={50--66},
year={2021},
organization={Springer}
}</pre>
</p></div>
<br /></li>
<li><b><b>ARCH-COMP21 Category Report: Continuous and Hybrid Systems with Nonlinear Dynamics</b></b> <br />
<i>L. Geretti, J. A. Dit Sandretto, M. Althoff, L. Benet, A. Chapoutot, P. Collins, P. S. Duggirala, M. Forets, E. Kim, U. Linares, D. P. Sanders, C. Schilling, M. Wetzlinger</i> <br />
International Workshop on Applied Verification of Continuous and Hybrid Systems (<b>ARCH@ADHS</b>), July 2021. <br />
<a href="./files/research/2021/geretti-arch-comp21-2021-category-report.pdf">PDF</a>
<a href="./files/research/2021/geretti-arch-comp21-2021-category-report.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{geretti2021arch,
title={ARCH-COMP21 Category Report: Continuous and Hybrid Systems with Nonlinear Dynamics},
author={Luca Geretti and Julien Alexandre Dit Sandretto and Matthias Althoff and Luis Benet and Alexandre Chapoutot and Pieter Collins and Parasara Sridhar Duggirala and Marcelo Forets and Edward Kim and Uziel Linares and David P. Sanders and Christian Schilling and Mark Wetzlinger},
booktitle={8th International Workshop on Applied Verification of Continuous and Hybrid Systems ({ARCH21})},
year={2021}
}</pre>
</p></div>
<br /></li>
<li><b>Reachability of Black-Box Nonlinear Systems after Koopman Operator Linearization</b><br />
<i>S. Bak, S. Bogomolov, P. S. Duggirala, A. R. Gerlach, K. Potomkin</i> <br />
IFAC Conference on Analysis and Design of Hybrid Systems (ADHS), July 2021.<br />
<a href="./files/research/2021/bak-adhs-2021-black-box-nonlinear-systems.pdf">PDF</a>
<a href="./files/research/2021/bak-adhs-2021-black-box-nonlinear-systems-ppt.pdf">PPT</a>
<a href="./files/research/2021/bak-adhs-2021-black-box-nonlinear-systems.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)
</a> <div class="collapse"><p>
<pre>@article{bak2021reachability,
title={Reachability of black-box nonlinear systems after koopman operator linearization},
author={Bak, Stanley and Bogomolov, Sergiy and Duggirala, Parasara Sridhar and Gerlach, Adam R and Potomkin, Kostiantyn},
journal={IFAC-PapersOnLine},
volume={54},
number={5},
pages={253--258},
year={2021},
publisher={Elsevier}
}</pre>
</p></div>
<br /></li>
<li><b>Perception Computing-Aware Controller Synthesis for Autonomous Systems</b> <br />
<i>C. Hobbs, D. Roy, P. S. Duggirala, F. D. Smith, J. H. Anderson, S. Chakraborty</i> <br />
Design, Automation and Test in Europe Conference (<b>DATE</b>), February 2021.<br />
<a href="./files/research/2021/hobbs-date-2021-perception.pdf">PDF</a>
<a href="./files/research/2021/hobbs-date-2021-perception.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{hobbs2020perception,
title={Perception computing-aware controller synthesis for autonomous systems},
author={Hobbs, Christopher and Roy, Debjit and Duggirala, Parasara Sridhar and Smith, Frank Drew and Anderson, John H and Chakraborty, Samarjit},
booktitle={Design, Automation and Test in Europe Conference (DATE)},
year={2021},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b>NeuralExplorer: State Space Exploration of Closed Loop Control Systems Using Neural Networks</b> <br />
<i>M. Goyal, P. S. Duggirala</i> <br />
International Symposium on Automated Technology for Verification and Analysis (<b>ATVA</b>), October 2020.<br />
<a href="./files/research/2020/goyal-atva-2020-neuralexplorer.pdf">PDF</a>
<a href="./files/research/2020/goyal-atva-2020-neuralexplorer-ppt.pdf">PPT</a>
<a href="./files/research/2020/goyal-atva-2020-neuralexplorer.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{goyal2020neuralexplorer,
title={NeuralExplorer: State space exploration of closed loop control systems using neural networks},
author={Goyal, Manish and Duggirala, Parasara Sridhar},
booktitle={International Symposium on Automated Technology for Verification and Analysis (ATVA)},
pages={121--138},
year={2020},
organization={Springer}
}</pre>
</p></div>
<br /></li>
<li><b>Generating Longest Counterexample: On the Cross-roads of Mixed Integer Linear Programming and SMT</b> <br />
<i>M. Goyal, D. Bergman, P. S. Duggirala</i> <br />
American Controls Conference (<b>ACC</b>), July 2020.<br />
<a href="./files/research/2020/goyal-acc-2020-longest-counterexample.pdf">PDF</a>
<a href="./files/research/2020/goyal-acc-2020-longest-counterexample-ppt.pdf">PPT</a>
<a href="./files/research/2020/goyal-acc-2020-longest-counterexample.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{goyal2020longest,
title={Generating longest counterexample: On the cross-roads of mixed-integer linear programming and SMT},
author={Goyal, Manish and Bergman, David and Duggirala, Parasara Sridhar},
booktitle={American Controls Conference (ACC)},
pages={2116--2121},
year={2020},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b>KAA: A Python Implementation of Reachable Set Computation Using Bernstein Polynomials</b> <br />
<i>E. Kim, P. S. Duggirala</i> <br />
International Workshop on Applied Verification of Continuous and Hybrid Systems (<b>ARCH</b>), July 2020. <br />
<a href="./files/research/2020/kim-arch-2020-kaa-reachable-set-computation.pdf">PDF</a>
<a href="./files/research/2020/kim-arch-2020-kaa-reachable-set-computation.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{kim2020kaa,
title={Kaa: A Python Implementation of Reachable Set Computation Using Bernstein Polynomials},
author={Kim, Eric and Duggirala, Parasara Sridhar},
booktitle={International Workshop on Applied Verification of Continuous and Hybrid Systems (ARCH)},
month={June},
year={2020}
}</pre>
</p></div>
<br /></li>
<li><b><b>NeuralExplorer: State Space Exploration of Closed Loop Control Systems Using Neural Networks</b></b> <br />
<i>M. Goyal, P. S. Duggirala</i> <br />
Conference on Learning for Dynamics and Control (<b>L4DC</b>), June 2020. <br />
<a href="./files/research/2020/goyal-l4dc-2020-neuralexplorer-state-space-exploration.pdf">PDF</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{goyal2020neuralexplorer,
title={NeuralExplorer: State Space Exploration of Closed Loop Control Systems Using Neural Networks},
author={Goyal, Manish and Duggirala, Parasara Sridhar},
booktitle={Conference on Learning for Dynamics and Control (L4DC)},
year={2020}
}</pre>
</p></div>
<br /></li>
<li><b>Formalizing Traffic Rules for Uncontrolled Intersections</b> <br />
<i>A. Karimi, P. S. Duggirala</i> <br />
International Conference on Cyber-Physical Systems (<b>ICCPS</b>), April 2020.<br />
 
<a href="./files/research/2020/karimi-iccps-2020-traffic-rules.pdf">PDF</a>
<a href="./files/research/2020/karimi-iccps-2020-traffic-rules.pdf">PPT</a>
<a href="https://www.youtube.com/watch?v=MUp8wn62w70">Video</a>
<a href="./files/research/2020/karimi-iccps-2020-traffic-rules.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{karimi2020formalizing,
title={Formalizing traffic rules for uncontrolled intersections},
author={Karimi, Abolfazl and Duggirala, Parasara Sridhar},
booktitle={International Conference on Cyber-Physical Systems (ICCPS)},
year={2020},
organization={ACM}
}</pre>
</p></div>
<br /></li>
<li><b>Re-Thinking LiDAR-Stereo Fusion Frameworks (Student Abstract)</b> <br />
<i>Q. Jin, P. S. Duggirala</i> <br />
AAAI Conference on Artificial Intelligence (<b>AAAI</b>), January 2020. <br />
<a href="./files/research/2020/jin-aaai-2020-lidar-stereo-fusion-frameworks.pdf">PDF</a>
<a href="./files/research/2020/jin-aaai-2020-lidar-stereo-fusion-frameworks.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{jin2020rethinking,
title={Re-Thinking LiDAR-Stereo Fusion Frameworks (Student Abstract)},
author={Jin, Qinlin and Duggirala, Parasara Sridhar},
booktitle={Association for the Advancement of Artificial Intelligence (AAAI)},
year={2020}
}</pre>
</p></div>
<br /></li>
<li><b>Incremental Minimization of Symbolic Automata</b> <br />
<i>J. Homburg, P. S. Duggirala</i> <br />
International Conference on Verified Software. Theories, Tools, and Experiments (<b>VSTTE</b>), July 2019.<br />
<a href="./files/research/2019/homburg-vstte-2019-symbolic-automata.pdf">PDF</a>
<a href="./files/research/2019/homburg-vstte-2019-symbolic-automata-ppt.pdf">PPT</a>
<a href="./files/research/2019/homburg-vstte-2019-symbolic-automata.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{homburg2019incremental,
title={Incremental minimization of symbolic automata},
author={Homburg, Jonathan and Duggirala, Parasara Sridhar},
booktitle={International Conference on Verified Software. Theories, Tools, and Experiments (VSTTE)},
pages={136--154},
year={2019},
organization={Springer}
}</pre>
</p></div>
<br /></li>
<li><b>When Can We Treat Trajectories as Points?</b> <br />
<i>P. S. Duggirala, D. Sheehy</i> <br />
Canadian Conference on Computational Geometry (<b>CCCG</b>), August 2018.<br />
<a href="./files/research/2018/duggirala-cccg-2018-trajectories-as-points.pdf">PDF</a>
<a href="./files/research/2018/duggirala-cccg-2018-trajectories-as-points.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2018can,
title={When can we treat trajectories as points?},
author={Duggirala, Parasara Sridhar and Sheehy, Donald},
booktitle={Canadian Conference on Computational Geometry (CCCG)},
year={2018}
}</pre>
</p></div>
<br /></li>
<li><b>On Generating a Variety of Counterexamples for Linear Dynamical Systems</b> <br />
<i>M. Goyal, P. S. Duggirala</i> <br />
IFAC Conference on Analysis and Design of Hybrid Systems (<b>ADHS</b>), July 2018.<br />
<a href="./files/research/2018/goyal-adhs-2018-counterexamples.pdf">PDF</a>
<a href="./files/research/2018/goyal-adhs-2018-counterexamples-ppt.pdf">PPT</a>
<a href="./files/research/2018/goyal-adhs-2018-counterexamples.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{goyal2018generating,
title={On generating a variety of counterexamples for linear dynamical systems},
author={Goyal, Manish and Duggirala, Parasara Sridhar},
booktitle={IFAC Conference on Analysis and Design of Hybrid Systems (ADHS)},
pages={84--89},
year={2018},
organization={Elsevier}
}</pre>
</p></div>
<br /></li>
<li><b>Simulation-Equivalent Reachability of Large Linear Systems with Inputs</b> <br />
<i>S. Bak, P. S. Duggirala</i> <br />
International Conference on Computer Aided Verification (<b>CAV</b>), July 2017.<br />
<a href="./files/research/2017/bak-cav-2017-simulation-reachability.pdf">PDF</a>
<a href="./files/research/2017/bak-cav-2017-simulation-reachability-ppt.pdf">PPT</a>
<a href="./files/research/2017/bak-cav-2017-simulation-reachability.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{bak2017simulation,
title={Simulation-equivalent reachability of large linear systems with inputs},
author={Bak, Stanley and Duggirala, Parasara Sridhar},
booktitle={International Conference on Computer Aided Verification (CAV)},
pages={469--489},
year={2017},
organization={Springer}
}</pre>
</p></div>
<br /></li>
<li><b>Rigorous Simulation-Based Analysis of Linear Hybrid Systems</b><br />
<i>S. Bak, P. S. Duggirala</i><br />
Tools and Algorithms for Construction and Analysis of Systems (<b>TACAS</b>), April 2017.<br />
<a href="./files/research/2017/bak-tacas-2017-simulation-analysis.pdf">PDF</a>
<a href="./files/research/2017/bak-tacas-2017-simulation-analysis-ppt.pdf">PPT</a>
<a href="./files/research/2017/bak-tacas-2017-simulation-analysis.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{bak2017rigorous,
title={Rigorous Simulation-Based Analysis of Linear Hybrid Systems},
author={Bak, Stanley and Duggirala, Parasara Sridhar},
booktitle={Tools and Algorithms for Construction and Analysis of Systems (TACAS)},
month={April},
year={2017}
}</pre>
</p></div>
<br /></li>
<li><b>HyLAA: A Tool For Computing Simulation-Equivalent Reachability for Linear Systems</b><br />
<i>S. Bak, P. S. Duggirala</i><br />
International Conference on Hybrid Systems Computation and Control (<b>HSCC</b>), April 2017.<br />
<a href="./files/research/2017/bak-hscc-2017-hylaa.pdf">PDF</a>
<a href="./files/research/2017/bak-hscc-2017-hylaa-ppt.pdf">PPT</a>
<a href="./files/research/2017/bak-hscc-2017-hylaa.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{bak2017hylaa,
title={HyLAA: A Tool For Computing Simulation-Equivalent Reachability for Linear Systems},
author={Bak, Stanley and Duggirala, Parasara Sridhar},
booktitle={ACM/IEEE International Conference on Hybrid Systems Computation and Control (HSCC)},
month={April},
year={2017}
}</pre>
</p></div>
<br /></li>
<li><b>Direct Verification of Linear Systems with over 10000 Dimensions</b> <br />
<span style="font-weight: bold; color: #8B0000;"> Best Paper Award</span> <br />
<i>S. Bak, P. S. Duggirala</i> <br />
International Workshop on Applied Verification of Continuous and Hybrid Systems (<b>ARCH</b>), April 2017. <br />
Collocated with Cyber-Physical Systems Week (<b>CPSWeek</b>)<br />
<a href="./files/research/2017/bak-arch-cpsweek-2017-direct-verification-linear-systems.pdf">PDF</a>
<a href="./files/research/2017/bak-arch-cpsweek-2017-direct-verification-linear-systems-ppt.pdf">PPT</a>
<a href="./files/research/2017/bak-arch-cpsweek-2017-direct-verification-linear-systems.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{bak2017direct,
title={Direct Verification of Linear Systems with over 10000 Dimensions},
author={Bak, Stanley and Duggirala, Parasara Sridhar},
booktitle={ARCH@ CPSWeek},
pages={114--123},
year={2017}
}</pre>
</p></div></li>
<li><b>Tutorial: Software tools for hybrid systems verification, transformation, and synthesis: C2E2, HyST, and TuLiP</b><br />
<i>P. S. Duggirala, C. Fan, M. Potok, B. Qi, S. Mitra, M. Viswanathan, S. Bak, S. Bogomolov, T. T. Johnson, L. V. Nguyen, C. Schilling, A. Sogokon, H. Tran, W. Xiang</i><br />
IEEE Conference on Control and Applications (<b>CCA</b>), September 2016.<br />
<a href="./files/research/2016/duggirala-cca-2016-hybrid-systems-tutorial.pdf">PDF</a>
<a href="./files/research/2016/duggirala-cca-2016-hybrid-systems-tutorial-ppt.pdf">PPT</a>
<a href="./files/research/2016/duggirala-cca-2016-hybrid-systems-tutorial.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2016tutorial,
title={Tutorial: Software tools for hybrid systems verification, transformation, and synthesis: C2E2, HyST, and TuLiP},
author={Duggirala, Parasara Sridhar and Fan, Chuchu and Potok, Matthew and Qi, Bolun and Mitra, Sayan and Viswanathan, Mahesh and Bak, Stanley and Bogomolov, Sergiy and Johnson, Taylor T. and Nguyen, Luan Viet and Schilling, Christian and Sogokon, Andrew and Tran, Hoang{-}Dung and Xiang, Weiming},
booktitle={IEEE Conference on Control and Applications (CCA)},
month={September},
year={2016}
}</pre>
</p></div>
<br /></li>
<li><b>Parsimonious, Simulation-Based Verification of Linear Systems</b> <br />
<i>P. S. Duggirala, M. Viswanathan</i> <br />
International Conference on Computer Aided Verification (<b>CAV</b>), July 2016. <br />
<a href="./files/research/2016/duggirala-cav-2016-parsimonious-verification.pdf">PDF</a>
<a href="./files/research/2016/duggirala-cav-2016-parsimonious-verification-ppt.pdf">PPT</a>
<a href="./files/research/2016/duggirala-cav-2016-parsimonious-verification.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2016parsimonious,
title={Parsimonious, Simulation-Based Verification of Linear Systems},
author={Duggirala, Parasara Sridhar and Viswanathan, Mahesh},
booktitle={International Conference on Computer Aided Verification (CAV)},
month={July},
year={2016}
}</pre>
</p></div>
<br /></li>
<li><b>Automatic Reachability Analysis for Nonlinear Hybrid Models With C2E2</b> <br />
<i>C. Fan, B. Qi, S. Mitra, M. Viswanathan, P. S. Duggirala</i> <br />
International Conference on Computer Aided Verification (<b>CAV</b>), July 2016. <br />
<a href="./files/research/2016/fan-cav-2016-reachability.pdf">PDF</a>
<a href="./files/research/2016/fan-cav-2016-reachability.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{fan2016automatic,
title={Automatic Reachability Analysis for Nonlinear Hybrid Models With C2E2},
author={Fan, Chuchu and Qi, Bolun and Mitra, Sayan and Viswanathan, Mahesh and Duggirala, Parasara Sridhar},
booktitle={International Conference on Computer Aided Verification (CAV)},
month={July},
year={2016}
}</pre>
</p></div>
<br /></li>
<li><b>Analyzing real-time linear control systems using software verification</b> <br />
<i>P. S. Duggirala, M. Viswanathan</i> <br />
IEEE Real-Time Systems Symposium (<b>RTSS</b>), December 2015. <br />
<a href="./files/research/2015/duggirala-rtss-2015-real-time.pdf">PDF</a>
<a href="./files/research/2015/duggirala-rtss-2015-real-time-ppt.pdf">PPT</a>
<a href="./files/research/2015/duggirala-rtss-2015-real-time.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2015analyzing,
title={Analyzing real-time linear control systems using software verification},
author={Duggirala, Parasara Sridhar and Viswanathan, Mahesh},
booktitle={Real-Time Systems Symposium (RTSS), 2015 IEEE},
pages={216--226},
year={2015},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b>Meeting a powertrain verification challenge</b> <br />
<i>P. S. Duggirala, M. Viswanathan</i> <br />
International Conference on Computer Aided Verification (<b>CAV</b>), 2015. <br />
<a href="./files/research/2015/duggirala-cav-2015-powertrain.pdf">PDF</a>
<a href="./files/research/2015/duggirala-cav-2015-powertrain-ppt.pdf">PPT</a>
<a href="./files/research/2015/duggirala-cav-2015-powertrain.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2015meeting,
title={Meeting a powertrain verification challenge},
author={Duggirala, Parasara Sridhar and Fan, Chuchu and Mitra, Sayan and Viswanathan, Mahesh},
booktitle={International Conference on Computer Aided Verification (CAV) },
pages={536--543},
year={2015},
organization={Springer International Publishing}
}</pre>
</p></div>
<br /></li>
<li><b>C2E2: a verification tool for stateflow models</b> <br />
<i>P. S. Duggirala, S. Mitra, M. Viswanathan, M. Potok</i> <br />
International Conference on Tools and Algorithms for the Construction and Analysis of Systems (<b>TACAS</b>), 2015. <br />
<a href="./files/research/2015/duggirala-tacas-2015-c2e2.pdf">PDF</a>
<a href="./files/research/2015/duggirala-tacas-2015-c2e2-ppt.pdf">PPT</a>
<a href="./files/research/2015/duggirala-tacas-2015-c2e2.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2015c2e2,
title={C2E2: a verification tool for stateflow models},
author={Duggirala, Parasara Sridhar and Mitra, Sayan and Viswanathan, Mahesh and Potok, Matthew},
booktitle={International Conference on Tools and Algorithms for the Construction and Analysis of Systems (TACAS)},
pages={68--82},
year={2015},
organization={Springer Berlin Heidelberg}
}</pre>
</p></div>
<br /></li>
<li><b>Progress on Powertrain Verification Challenge with C2E2.</b> <br />
<span style="font-weight: bold; color: #8B0000;"> Best Paper Award</span> <br />
<i>C. Fan, P. S. Duggirala, S. Mitra, M. Viswanathan</i> <br />
International Workshop on Applied Verification of Continuous and Hybrid Systems (<b>ARCH</b>), April 2015. <br />
<a href="./files/research/2015/fan-arch-cpsweek-2015-powertrain.pdf">PDF</a>
<a href="./files/research/2015/fan-arch-cpsweek-2015-powertrain.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{fan2015progress,
title={Progress on Powertrain Verification Challenge with C2E2.},
author={Fan, Chuchu and Duggirala, Parasara Sridhar and Mitra, Sayan and Viswanathan, Mahesh},
booktitle={International Workshop on Applied Verification for Continuous and Hybrid Systems {ARCH@CPSWeek}},
year={2015}
}</pre>
</p></div>
<br /></li>
<li><b>Temporal precedence checking for switched models and its application to a parallel landing protocol</b> <br />
<i>P. S. Duggirala, L. Wang, S. Mitra, M. Viswanathan, C. Muñoz</i> <br />
International Symposium on Formal Methods (<b>FM</b>), April 2014. <br />
<a href="./files/research/2014/duggirala-fm-2014-temporal.pdf">PDF</a>
<a href="./files/research/2014/duggirala-fm-2014-temporal-ppt.pdf">PPT</a>
<a href="./files/research/2014/duggirala-fm-2014-temporal.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2014temporal,
title={Temporal precedence checking for switched models and its application to a parallel landing protocol},
author={Duggirala, Parasara Sridhar and Wang, Le and Mitra, Sayan and Viswanathan, Mahesh and Mu{\~n}oz, C{\'e}sar},
booktitle={International Symposium on Formal Methods {FM}},
year={2014}
}</pre>
</p></div>
<br /></li>
<li><b>Safety verification for linear systems</b> <br />
<span style="font-weight: bold; color: #8B0000;"> Best Paper Award</span> <br />
<i>P. S. Duggirala, A. Tiwari</i> <br />
Proceedings of the International Conference on Embedded Software (<b>EMSOFT</b>), October 2013. <br />
<a href="./files/research/2013/duggirala-emsoft-2013-safety.pdf">PDF</a>
<a href="./files/research/2013/duggirala-emsoft-2013-safety.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2013safety,
title={Safety verification for linear systems},
author={Duggirala, Parasara Sridhar and Tiwari, Ashish},
booktitle={Embedded Software (EMSOFT), 2013 Proceedings of the International Conference on},
pages={1--10},
year={2013},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b>Verification of annotated models from executions</b> <br />
<i>Parasara Sridhar Duggirala, Sayan Mitra, Mahesh Viswanathan</i> <br />
Proceedings of the Eleventh ACM International Conference on Embedded Software (<b>EMSOFT</b>), October 2013. <br />
<a href="./files/research/2013/duggirala-emsoft-2013-verification.pdf">PDF</a>
<a href="./files/research/2013/duggirala-emsoft-2013-verification-ppt.pdf">PPT</a>
<a href="./files/research/2013/duggirala-emsoft-2013-verification.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2013verification,
title={Verification of annotated models from executions},
author={Duggirala, Parasara Sridhar and Mitra, Sayan and Viswanathan, Mahesh},
booktitle={Proceedings of the Eleventh ACM International Conference on Embedded Software},
pages={26},
year={2013},
organization={IEEE Press}
}</pre>
</p></div>
<br /></li>
<li><b>Hybrid Automata-Based CEGAR for Rectangular Hybrid Systems</b><br />
<i>P. Prabhakar, P. S. Duggirala, S. Mitra, M. Viswanathan</i><br />
International Conference on Verification, Model Checking, and Abstract Interpretation (<b>VMCAI</b>), January 2013.<br />
<a href="./files/research/2013/prabhakar-vmcai-2013.pdf">PDF</a>
<a href="./files/research/2013/prabhakar-vmcai-2013.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{prabhakar2013hybrid,
title={Hybrid Automata-Based CEGAR for Rectangular Hybrid Systems},
author={Prabhakar, Pavithra and Duggirala, Parasara Sridhar and Mitra, Sayan and Viswanathan, Mahesh},
booktitle={Verification, Model Checking, and Abstract Interpretation: 14th International Conference, VMCAI 2013},
pages={48--67},
year={2013},
organization={Springer}
}</pre>
</p></div>
<br /></li>
<li><b>Static and dynamic analysis of timed distributed traces</b> <br />
<i>P. S. Duggirala, T. T Johnson, A. Zimmerman, S. Mitra</i> <br />
IEEE 33rd Real-Time Systems Symposium (<b>RTSS</b>), December 2012. <br />
<a href="./files/research/2012/duggirala-rtss-2012-static.pdf">PDF</a>
<a href="./files/research/2012/duggirala-rtss-2012-static-ppt.pdf">PPT</a>
<a href="./files/research/2012/duggirala-rtss-2012-static.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2012static,
title={Static and dynamic analysis of timed distributed traces},
author={Duggirala, Parasara Sridhar and Johnson, Taylor T and Zimmerman, Adam and Mitra, Sayan},
booktitle={Real-Time Systems Symposium (RTSS), 2012 IEEE 33rd},
pages={173--182},
year={2012},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b>Efficient probabilistic model checking of systems with ranged probabilities</b> <br />
<i>K. Ghorbal, P. S. Duggirala, V. Kahlon, F. Ivančić, A. Gupta</i> <br />
International Workshop on Reachability Problems (<b>RP</b>), 2012. <br />
<a href="./files/research/2012/ghorbal-reachability-problems-2012-efficient.pdf">PDF</a>
<a href="./files/research/2012/ghorbal-reachability-problems-2012-efficient.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{ghorbal2012efficient,
title={Efficient probabilistic model checking of systems with ranged probabilities},
author={Ghorbal, Khalil and Duggirala, Parasara Sridhar and Kahlon, Vineet and Ivan{\v{c}}i{\'c}, Franjo and Gupta, Aarti},
booktitle={International Workshop on Reachability Problems},
pages={107--120},
year={2012},
organization={Springer Berlin Heidelberg}
}</pre>
</p></div>
<br /></li>
<li><b>Lyapunov abstractions for inevitability of hybrid systems</b> <br />
<i>P. S. Duggirala, S. Mitra</i> <br />
International Conference on Hybrid Systems: Computation and Control (<b>HSCC</b>), 2012. <br />
<a href="./files/research/2012/duggirala-hscc-2012-lyapunov.pdf">PDF</a>
<a href="./files/research/2012/duggirala-hscc-2012-lyapunov-ppt.pdf">PPT</a>
<a href="./files/research/2012/duggirala-hscc-2012-lyapunov.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2012lyapunov,
title={Lyapunov abstractions for inevitability of hybrid systems},
author={Duggirala, Parasara Sridhar and Mitra, Sayan},
booktitle={Proceedings of the 15th ACM International Conference on Hybrid Systems: Computation and Control},
pages={115--124},
year={2012},
organization={ACM}
}</pre>
</p></div>
<br /></li>
<li><b>Abstraction refinement for stability</b> <br />
<i>P. S. Duggirala, S. Mitra</i> <br />
International Conference on Cyber-Physical Systems (<b>ICCPS</b>), 2011. <br />
<a href="./files/research/2011/duggirala-iccps-2011-abstraction.pdf">PDF</a>
<a href="./files/research/2011/duggirala-iccps-2011-abstraction-ppt.pdf">PPT</a>
<a href="./files/research/2011/duggirala-iccps-2011-abstraction.bib">Bibtex File</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2011abstraction,
title={Abstraction refinement for stability},
author={Duggirala, Parasara Sridhar and Mitra, Sayan},
booktitle={Cyber-Physical Systems (ICCPS), 2011 IEEE/ACM International Conference on},
pages={22--31},
year={2011},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
<li><b>On the theory of stochastic processors</b> <br />
<i>P. S. Duggirala, S. Mitra, R. Kumar, D. Glazeski</i> <br />
International Conference on Quantitative Evaluation of Systems (<b>QEST</b>), 2010. <br />
<a href="./files/research/2010/duggirala-qest-2010-theory.pdf">(PDF)</a>
<a href="./files/research/2010/duggirala-qest-2010-theory-ppt.pdf">(PPT)</a>
<a href="./files/research/2010/duggirala-qest-2010-theory.bib">(Bibtex File)</a>
<a class="collapsible">(Bibtex)</a>
<div class="collapse"><p>
<pre>@inproceedings{duggirala2010theory,
title={On the theory of stochastic processors},
author={Duggirala, Parasara Sridhar and Mitra, Sayan and Kumar, Rakesh and Glazeski, Dean},
booktitle={Quantitative Evaluation of Systems (QEST), 2010 Seventh International Conference on the},
pages={292--301},
year={2010},
organization={IEEE}
}</pre>
</p></div>
<br /></li>
</ol>
</div>
</div>
<div id="outline-container-orgd42e8c9" class="outline-2">
<h2 id="orgd42e8c9">Workshop Publications</h2>
<div class="outline-text-2" id="text-orgd42e8c9">
<ol class="org-ol">
<li><b>A Machine Learning Approach to Water Velocity Estimation for Better Navigation of Marine Gliders</b><br />
<i>M. L. Stuart, A. Mahmood, J. J. Garcia, K. Williams, S. Olut, T. Hasan, P. S. Duggirala</i> <br />
Biannual Conference for Marine Technilogical Society and IEEE Oceanaic Engineering Society (<b>OCEANS</b>), September 2021.<br />
<a href="./files/research/other/stuart-oceans-2019-velocity-estimation.pdf">PDF</a></li>
<li><b>Comparison of Two Approaches for Robustness Verification of Deep Neural Networks</b><br />
<i>M. Stuart, P. S. Duggirala</i><br />
Workshop on Design and Analysis of Robust Systems (<b>DARS</b>) <br />
Collocated with International Conference on Computer Aided Verification (CAV), July 2019.<br />
<a href="./files/research/other/stuart-dars-2019-comparison-nnverif.pdf">PDF</a></li>
<li><b>Learning Robustness of Nonlinear Systems Using Neural Networks</b><br />
<i>M. Goyal, P. S. Duggirala</i><br />
Workshop on Design and Analysis of Robust Systems (<b>DARS</b>) <br />
Collocated with International Conference on Computer Aided Verification (CAV), July 2019.<br />
<a href="./files/research/other/goyal-dars-2019-learning-robustness.pdf">PDF</a></li>
</ol>
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