Dr Jose Cano Reyes

Senior Lecturer (Computing Science)

telephone: +44 (0)141 330 1640
email: Jose.CanoReyes@glasgow.ac.uk
pronouns: He/him/his

Room 221a, School of Computing Science, Sir Alwyn Williams Building, 18 Lilybank Gardens, Glasgow G12 8RZ

Biography

I am a Senior Lecturer (Associate Professor) in the School of Computing Science where I lead the Intelligent Computing Lab. I am a member of the GLAsgow Systems Section (GLASS), the Glasgow Parallelism Group (GPG), and a visiting member of ICSA in the School of Informatics at The University of Edinburgh.

Currently, I'm Principal Investigator on the EPSRC PETRAS project MAISE (Multimodal AI-based Security at the Edge) and Co-Investigator on the UKRI "Digital Security by Design" projects AppControl and Morello-HAT.

Previously, I was a Postdoctoral Research Associate (January 2014 - August 2018) with the CArD Group at the Institute for Computing Systems Architecture in the School of Informatics at The University of Edinburgh. I worked with Michael O'Boyle and Amos Storkey on the H2020 BONSEYES project, and with Vijay Nagarajan on the EPSRC AnyScale Applications project. I joined the ARCO Research Group in the Department of Computer Architecture at Universitat Politecnica de Catalunya - BarcelonaTech in March 2012, when I was a Postdoctoral Researcher until Dec 2013. I received the M.S. and Ph.D. degrees in Computer Science from Universitat Politecnica de Valencia in Sept 2004 and Feb 2012, respectively. I was a member with the Networking Research Group (Sept 2005 - Feb 2012) and also with the Parallel Architectures Group (Dec 2009 - Feb 2012) in the Department of Computing Engineering at Universitat Politecnica de Valencia. I'm a senior member of IEEE and ACM and member of HiPEAC.

Personal website: http://www.dcs.gla.ac.uk/~josecr/

Research interests

My research interests are in the broad areas of: Computer Architecture, Computer Systems, Compilers, Machine Learning and Security.

My current research is focused on:

Hardware/Software co-design approaches to efficiently deploy Deep Learning applications on mobile/embedded edge devices (e.g. IoT boards, phones, drones, mobile robots, satellites)

Acceleration of Machine Learning training

Design, optimisation and evaluation of Networks-on-Chip (NoCs) for emerging processors/accelerators

Resilience of Artificial Intelligence and Machine Learning models on IoT-scale devices

Digital Security by Design for Mission-Critical Systems-on-Chip

Publications

List by: Type | Date

Jump to: 2023 | 2022 | 2021 | 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2014 | 2013 | 2012 | 2011 | 2010 | 2009 | 2007 | 2006 | 2005

Number of items: 50.

2023

Louloudakis, N., Gibson, P. , Cano Reyes, J. and Rajan, A. (2023) DeltaNN: Assessing the Impact of Computational Environment Parameters on the Performance of Image Recognition Models. In: 39th IEEE International Conference on Software Maintenance and Evolution (ICSME 2023), Bogota, Columbia, 1-6 Oct 2023, (Accepted for Publication)

Hu, W., Gibson, P. and Cano, J. (2023) ICE-Pick: Iterative Cost-Efficient Pruning for DNNs. ICML 2023 Workshop on Neural Compression, Honolulu, Hawaii, USA, 28-29 July 2023.

Louloudakis, N., Gibson, P., Cano, J. and Rajan, A. (2023) Fault Localization for Buggy Deep Learning Framework Conversions in Image Recognition. In: 38th IEEE/ACM International Conference on Automated Software Engineering (ASE 2023), Kirchberg, Luxembourg, 11-15 September 2023, (Accepted for Publication)

Ayaz, F. , Zakariyya, I., Cano Reyes, J. , Keoh, S. L. , Singer, J. , Pau, D. and Mounia, K.-H. (2023) Improving Robustness Against Adversarial Attacks with Deeply Quantized Neural Networks. In: International Joint Conference on Neural Networks (IJCNN 2023), Gold Coast, Australia, 18-23 June 2023, (Accepted for Publication)

Haris, J., Gibson, P., Cano, J. , Bohm Agostini, N. and Kaeli, D. (2023) SECDA-TFLite: a toolkit for efficient development of FPGA-based DNN accelerators for edge inference. Journal of Parallel and Distributed Computing, 173, pp. 140-151. (doi: 10.1016/j.jpdc.2022.11.005)

2022

Gibson, P. and Cano, J. (2022) Transfer-Tuning: Reusing Auto-Schedules for Efficient Tensor Program Code Generation. In: 31st International Conference on Parallel Architectures and Compilation Techniques (PACT2022), Chicago, USA, 10-12 October 2022, (Accepted for Publication)

Haris, J., Gibson, P., Cano, J. , Agostini, N. B. and Kaeli, D. (2022) Hardware/Software Co-Design of Edge DNN Accelerators with TFLite. 18th International Summer School on Advanced Computer Architecture and Compilation for High-Performance and Embedded Systems (ACACES), Fiuggi, Italy, 10-16 July 2022.

Gibson, P. and Cano, J. (2022) Productive Reproducible Workflows for DNNs: A Case Study for Industrial Defect Detection. 4th Workshop on Accelerated Machine Learning (AccML), co-located with the HiPEAC conference, Budapest, 22 June 2022.

Stjerngren, A., Gibson, P. and Cano, J. (2022) Bifrost: End-to-End Evaluation and optimization of Reconfigurable DNN Accelerators. In: 2022 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), Singapore, 22-24 May 2022, pp. 288-299. ISBN 9781665459549 (doi: 10.1109/ISPASS55109.2022.00042)

Cano, J. and Trinder, P. (Eds.) (2022) Euro-Par 2022: Parallel Processing. 28th International Conference on Parallel and Distributed Computing, Glasgow, UK, August 22–26, 2022, Proceedings. Series: Lecture notes in computing science. Springer: Cham.

2021

Haris, J., Gibson, P. , Cano, J. , Bohm Agostini, N. and Kaeli, D. (2021) SECDA: Efficient Hardware/Software Co-design of FPGA-based DNN Accelerators for Edge Inference. In: 2021 IEEE 33rd International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD), Belo Horizonte, Brazil, 26-28 Oct 2021, pp. 33-43. ISBN 9781665443012 (doi: 10.1109/SBAC-PAD53543.2021.00015)

Dong, S., Sun, Y., Bohm Agostini, N., Karimi, E., Lowell, D., Zhou, J., Cano, J. , Abellán, J. L. and Kaeli, D. (2021) Spartan: a sparsity-adaptive framework to accelerate deep neural network training on GPUs. IEEE Transactions on Parallel and Distributed Systems, 32(10), pp. 2448-2463. (doi: 10.1109/TPDS.2021.3067825)

Lofqvist, M. and Cano, J. (2021) Optimizing Data Processing in Space for Object Detection in Satellite Imagery. 35th Annual Small Satellite Conference, 07-12 Aug 2021.

2020

Gibson, P. and Cano, J. (2020) Orpheus: a New Deep Learning Framework for Easy Deployment and Evaluation of Edge Inference. In: 2020 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), 23-26 Aug 2020, pp. 229-230. ISBN 9781728147987 (doi: 10.1109/ISPASS48437.2020.00042)

Bohm Agostini, N., Dong, S., Elmira, K., Marti, T. L., Cano, J. , Abellán, J. L. and Kaeli, D. (2020) Design Space Exploration of Accelerators and End-to-End DNN Evaluation with TFLITE-SOC. In: 2020 IEEE 32nd International Symposium on Computer Architecture and High Performance Computing (SBAC-PAD), Porto, Portugal, 9-11 Sept. 2020, pp. 10-19. ISBN 9781728199245 (doi: 10.1109/SBAC-PAD49847.2020.00013)

Lofqvist, M. and Cano, J. (2020) Accelerating Deep Learning Applications in Space. 34th Annual Small Satellite Conference, Virtual Conference, 2020.

Gibson, P. , Cano, J. , Turner, J., Crowley, E. J., O’Boyle, M. and Storkey, A. (2020) Evaluating Grouped Spatial Pack Convolutions on Edge CPUs. 16th International Summer School on Advanced Computer Architecture and Compilation for High-Performance and Embedded Systems (ACACES), Online, 06-17 Jul 2020.

Gibson, P. , Cano, J. , Turner, J., Crowley, E. J., O’Boyle, M. and Storkey, A. (2020) Optimizing Grouped Convolutions on Edge Devices. In: 2020 IEEE 31st International Conference on Application-specific Systems, Architectures and Processors (ASAP), Manchester, UK, 06-08 Jul 2020, pp. 189-196. ISBN 9781728171470 (doi: 10.1109/ASAP49362.2020.00039)

Haris, J. and Cano, J. (2020) Hardware Acceleration of Deep Neural Networks on Edge Devices with FPGAs. 16th International Summer School on Advanced Computer Architecture and Compilation for High-Performance and Embedded Systems (ACACES), Online, 06-17 Jul 2020.

2019

Turner, J., Crowley, E. J., Radu, V., Cano, J. , Storkey, A. and O'Boyle, M. (2019) Staircase: Distilling with Performance Enhanced Students for Hardware. ARM Research Summit, Austin, USA, 15-18 Sep 2019.

Turner, J., Crowley, E. J., Radu, V., Cano Reyes, J. , Storkey, A. and O'Boyle, M. (2019) Distilling with performance enhanced students. arXiv, (Unpublished)

Cano, J. , Yang, Y., Bodin, B., Nagarajan, V. and O’Boyle, M. (2019) Automatic Parameter Tuning of Motion Planning Algorithms. In: 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Madrid, Spain, 01-05 Oct 2018, pp. 8103-8109. ISBN 9781538680940 (doi: 10.1109/IROS.2018.8594183)

Radu, V., Kaszyk, K., Wen, Y., Turner, J., Cano, J. , Crowley, E. J., Franke, B., Storkey, A. and O’Boyle, M. (2019) Performance Aware Convolutional Neural Network Channel Pruning for Embedded GPUs. In: 2019 IEEE International Symposium on Workload Characterization (IISWC), Orlando, FL, USA, 03-05 Nov 2019, pp. 24-34. ISBN 9781728140452 (doi: 10.1109/IISWC47752.2019.9042000)

Rovder, S., Cano, J. and O’Boyle, M. (2019) Optimising Convolutional Neural Networks Inference on Low-Powered GPUs. Twelfth International Workshop on Programmability and Architectures for Heterogeneous Multicores (MULTIPROG-2019), Valencia, Spain, 21 Jan 2019.

2018

Cano, J. , White, D. R., Bordallo, A., McCreesh, C. , Michala, A. L. , Singer, J. and Nagarajan, V. (2018) Solving the task variant allocation problem in distributed robotics. Autonomous Robots, 42(7), pp. 1477-1495. (doi: 10.1007/s10514-018-9742-5)

Cano, J. , Turner, J., Radu, V. and O'Boyle, M. (2018) Accelerating Deep Convolutional Neural Networks on Low Power Embedded Devices. ARM Research Summit, Cambridge, UK, 17-19 Sep 2018.

Loukadakis, M., Cano, J. and O’Boyle, M. (2018) Accelerating Deep Neural Networks on Low Power Heterogeneous Architectures. Eleventh International Workshop on Programmability and Architectures for Heterogeneous Multicores (MULTIPROG-2018), Manchester, UK, 24 Jan 2018.

Turner, J., Cano, J. , Radu, V., Crowley, E. J., O’Boyle, M. and Storkey, A. (2018) Characterising Across-Stack Optimisations for Deep Convolutional Neural Networks. In: 2018 IEEE International Symposium on Workload Characterization (IISWC), Raleigh, NC, USA, 30 Sep - 02 Oct 2018, pp. 101-110. ISBN 9781538667804 (doi: 10.1109/IISWC.2018.8573503)

2017

Cano, J. , Kumar, R., Brankovic, A., Pavlou, D., Stavrou, K., Gibert, E., Martinez, A. and Gonzalez, A. (2017) HW/SW Co-designed Processors: Challenges, Design Choices and a Simulation Infrastructure for Evaluation. ARM Research Summit, Cambridge, UK, 11-13 Sep 2017.

Kumar, R., Cano, J. , Pavlou, D., Stavrou, K., Gibert, E., Martinez, A. and González, A. (2017) HW/SW Co-designed Processors: Challenges, Design Choices and a Simulation Infrastructure for Evaluation. In: 2017 IEEE International Symposium on Performance Analysis of Systems and Software (ISPASS), Santa Rosa, CA, USA, 24-25 Apr 2017, pp. 185-194. ISBN 9781538638903 (doi: 10.1109/ISPASS.2017.7975290)

2016

Cano, J. , White, D. R., Bordallo, A., McCreesh, C., Prosser, P. , Singer, J. and Nagarajan, V. (2016) Task Variant Allocation in Distributed Robotics. In: Robotics Science and Systems 2016, Ann Arbor, MI, USA, 18-22 June 2016, ISBN 9780992374723 (doi: 10.15607/RSS.2016.XII.045)

Cano, J. , Bordallo, A., Nagarajan, V., Ramamoorthy, S. and Vijayakumar, S. (2016) Automatic Configuration of ROS Applications for Near-optimal Performance. In: 2016 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), Daejeon, South Korea, 09-14 Oct 2016, pp. 2217-2223. ISBN 9781509037629 (doi: 10.1109/IROS.2016.7759347)

Cano, J. , Kumar, R., Brankovic, A., Pavlou, D., Stavrou, K., Gibert, E., Martínez, A. and González, A. (2016) Quantitative Characterization of the Software Layer of a HW/SW Co-Designed Processor. In: 2016 IEEE International Symposium on Workload Characterization (IISWC), Providence, RI, USA, 25-27 Sep 2016, pp. 138-147. ISBN 9781509038961 (doi: 10.1109/IISWC.2016.7581274)

2015

Cano, J. , Molinos, E., Nagarajan, V. and Vijayakumar, S. (2015) Dynamic Process Migration in Heterogeneous ROS-based Environments. In: 2015 International Conference on Advanced Robotics (ICAR), Istanbul, Turkey, 27-31 Jul 2015, ISBN 9781467375092 (doi: 10.1109/ICAR.2015.7251505)

2014

STMicroelectronics (Grenoble 2) SAS (2014) Switches and a network of switches. .

Cano, J. , Flich, J., Roca, A., Duato, J., Coppola, M. and Locatelli, R. (2014) Efficient routing in heterogeneous SoC designs with small implementation overhead. IEEE Transactions on Computers, 63(3), pp. 557-569. (doi: 10.1109/TC.2012.299)

2013

Villanueva, M. J., T. Calafate, C., Torres, A., Cano, J. , Cano, J.-C. and Manzoni, P. (2013) Seamless MANET autoconfiguration through enhanced 802.11 beaconing. Mobile Information Systems, 9(1), pp. 19-35. (doi: 10.3233/MIS-2012-0145)

2012

Cano Reyes, J. (2012) Bringing Mobile Ad Hoc Networks to the Masses: an Essay on Autoconfiguration and Service Discovery. LAP Lambert Academic Publishing. ISBN 9783848424320

Cano, J. et al. (2012) Modelling HW/SW Co-Designed Processors. 8th International Summer School on Advanced Computer Architecture and Compilation for High-Performance and Embedded Systems (ACACES), Fiuggi, Italy, 08-14 Jul 2012.

Yu, Q., Cano, J. , Flich, J. and Ampadu, P. (2012) Transient and Permanent Error Control for High-End Multiprocessor Systems-on-Chip. In: 2012 IEEE/ACM Sixth International Symposium on Networks-on-Chip, Copenhagen, Denmark, 09-11 May 2012, pp. 169-176. ISBN 9781467309738 (doi: 10.1109/NOCS.2012.27)

2011

Cano, J. , Flich, J., Duato, J., Coppola, M. and Locatelli, R. (2011) Efficient Routing Implementation in Complex Systems-on-Chip Designs. In: NOCS '11 Proceedings of the Fifth ACM/IEEE International Symposium on Networks-on-Chip, Pittsburgh, PA, USA, 01-04 May 2011, pp. 1-8. ISBN 9781450307208 (doi: 10.1145/1999946.1999948)

Dubois, F., Cano, J. , Marcello, C., Flich, J. and Pétrot, F. (2011) Spidergon STNoC Design Flow. In: NOCS '11 Proceedings of the Fifth ACM/IEEE International Symposium on Networks-on-Chip, Pittsburgh, PA, USA, 01-04 May 2011, pp. 267-268. ISBN 9781450307208 (doi: 10.1145/1999946.1999994)

Cano Reyes, J. , Flich, J., Duato, J., Coppola, M. and Locatelli, R. (2011) Mapping Irregular MPSoC Topologies onto 2D-meshes. 7th International Summer School on Advanced Computer Architecture and Compilation for High-Performance and Embedded Systems (ACACES), Fiuggi, Italy, 10-16 Jul 2011.

2010

Cano, J. , Cano, J.-C., Toh, C.-K., Calafate, C. T. and Manzoni, P. (2010) EasyMANET: an extensible and configurable platform for service provisioning in MANET environments. IEEE Communications Magazine, 48(12), pp. 159-167. (doi: 10.1109/MCOM.2010.5673087)

Cano, J. , Cano, J.-C., Calafate, C. T. and Manzoni, P. (2010) Experiences in developing ubiquitous applications. In: Designing Solutions-Based Ubiquitous and Pervasive Computing: New Issues and Trends. Information Science Reference: Hershey, PA, pp. 97-112. ISBN 9781615208432 (doi: 10.4018/978-1-61520-843-2.ch005)

2009

Cano, J.-C., Calafate, C. T., Cano, J. and Manzoni, P. (2009) Deploying pervasive technologies. In: Khosrow-Pour, M. (ed.) Encyclopedia of Information Science and Technology, Second Edition. Information Science Reference: Hershey, PA, pp. 1001-1006. ISBN 9781605660264 (doi: 10.4018/978-1-60566-026-4.ch160)

2007

Cano, J. , Cano, J. C., Calafate, C. T. and Manzoni, P. (2007) Solving the User-to-Host Binding Problem in ad hoc Networks through Photo-IDs. In: PE-WASUN '07 Proceedings of the 4th ACM Workshop on Performance Evaluation of Wireless ad hoc, Sensor, and Ubiquitous Networks, Chania, Greece, 22 Oct 2007, pp. 78-81. ISBN 9781595938084 (doi: 10.1145/1298197.1298212)

2006

Cano Reyes, J. , Burgoa, E., Calafate, C. T., Cano, J.-C. and Manzoni, P. (2006) A MANET Autoconfiguration System based on Bluetooth Technology. In: 2006 3rd International Symposium on Wireless Communication Systems, Valencia, Spain, 06-08 Sep 2006, ISBN 9781424403974 (doi: 10.1109/ISWCS.2006.4362386)

Cano, J. C., Cano, J. , Manzoni, P. and Kim, D. (2006) On the Design of Pervasive Computing Applications Based on Bluetooth and a P2P Concept. In: 2006 1st International Symposium on Wireless Pervasive Computing, Phuket, Thailand, 16-18 Jan 2006, ISBN 9780780394100 (doi: 10.1109/ISWPC.2006.1613599)

2005

Cano, J. , Cano, J. C., Manzoni, P. and Ferrandez, D. (2005) On the Design of Spontaneous Networks Using a P2P Approach and Bluetooth. In: 10th IEEE Symposium on Computers and Communications (ISCC'05), Murcia, Spain, 27-30 Jun 2005, ISBN 9780769523736 (doi: 10.1109/ISCC.2005.110)

This list was generated on Wed Sep 27 13:07:07 2023 BST.