BnnRV: Hardware and Software Optimizations for Weight Sampling in Bayesian Neural Networks on Edge RISC-V Cores.

Javier Resano https://scholar.google.com/citations?user=0aUcJpsAAAAJ https://orcid.org/0000-0002-7532-2720 https://www.wikidata.org/entity/Q29527911 https://www.researcherid.com/rid/F-3343-2016 https://d-nb.info/gnd/1083748491

Samuel Pérez Pedrajas Javier Resano Darío Suárez Gracia BnnRV: Hardware and Software Optimizations for Weight Sampling in Bayesian Neural Networks on Edge RISC-V Cores. 2026 April 78-89 3 IEEE Trans. Circuits Syst. Artif. Intell. 2 https://doi.org/10.1109/TCASAI.2025.3625517 db/journals/tcasai/tcasai3.html#PedrajasRG26 streams/journals/tcasai

Olavo A. B. Silva Isabela Freitas Pedro Coura José Augusto Miranda Nacif Ricardo Ferreira 0001 Adrián Alcolea María Villarroya-Gaudó Javier Resano Go Fast: GPU Optimizer for FPGA-LUT Approximate Simulation and Tuning. 1-6 2025 SBESC https://doi.org/10.1109/SBESC68008.2025.11288900 conf/sbesc/2025 db/conf/sbesc/sbesc2025.html#SilvaFCNFAVR25 streams/conf/sbesc

Juan Mario Haut Adrián Alcolea Mercedes Eugenia Paoletti Javier Plaza Javier Resano Antonio Plaza GPU-Friendly Neural Networks for Remote Sensing Scene Classification. 1-5 2022 19 IEEE Geosci. Remote. Sens. Lett. https://doi.org/10.1109/LGRS.2020.3019378 db/journals/lgrs/lgrs19.html#HautAPPRP22

Adrián Alcolea Javier Resano Bayesian Neural Networks to Analyze Hyperspectral Datasets Using Uncertainty Metrics. 1-10 2022 60 IEEE Trans. Geosci. Remote. Sens. https://doi.org/10.1109/TGRS.2022.3205119 db/journals/tgrs/tgrs60.html#AlcoleaR22

Adrián Alcolea Mercedes Eugenia Paoletti Juan Mario Haut Javier Resano Antonio Plaza Inference in Supervised Spectral Classifiers for On-Board Hyperspectral Imaging: An Overview. 534 2020 12 Remote. Sens. 3 https://doi.org/10.3390/rs12030534 db/journals/remotesensing/remotesensing12.html#AlcoleaPHRP20

Adrián Alcolea Morena Javier Olivito Javier Resano Hortensia Mecha Analysis of a Pipelined Architecture for Sparse DNNs on Embedded Systems. 1993-2003 2020 28 IEEE Trans. Very Large Scale Integr. Syst. 9 https://doi.org/10.1109/TVLSI.2020.3005451 db/journals/tvlsi/tvlsi28.html#MorenoORM20

Alejandro Valero Darío Suárez Gracia Ruben Gran Tejero Luis M. Ramos Agustín Navarro-Torres Adolfo Muñoz 0001 Joaquín Ezpeleta José Luis Briz Ana C. Murillo Eduardo Montijano Javier Resano María Villarroya-Gaudó Jesús Alastruey-Benedé Enrique F. Torres Pedro Álvarez 0001 Pablo Ibáñez 0001 Víctor Viñals Exposing Abstraction-Level Interactions with a Parallel Ray Tracer. 5:1-5:8 2019 WCAE@ISCA https://doi.org/10.1145/3338698.3338886 conf/wcae/2019 db/conf/wcae/wcae2019.html#ValeroGTRNMEBMM19

Javier Olivito Felipe Serrano 0002 Juan Antonio Clemente Hortensia Mecha Javier Resano Analysis of the reconfiguration latency and energy overheads for a Xilinx Virtex-5 field-programmable gate array. 150-157 2018 12 IET Comput. Digit. Tech. 4 https://doi.org/10.1049/iet-cdt.2016.0095 db/journals/iet-cdt/iet-cdt12.html#OlivitoSCMR18

Javier Olivito Javier Resano José Luis Briz Accelerating Board Games Through Hardware/Software Codesign. 393-401 2017 9 IEEE Trans. Comput. Intell. AI Games 4 https://doi.org/10.1109/TCIAIG.2016.2604923 http://doi.ieeecomputersociety.org/10.1109/TCIAIG.2016.2604923 db/journals/tciaig/tciaig9.html#OlivitoRB17

Juan Antonio Clemente Ruben Gran Abel Chocano Carlos del Prado Javier Resano Hardware Architectural Support for Caching Partitioned Reconfigurations in Reconfigurable Systems. 530-543 2016 24 IEEE Trans. Very Large Scale Integr. Syst. 2 https://doi.org/10.1109/TVLSI.2015.2417595 https://www.wikidata.org/entity/Q61687991 db/journals/tvlsi/tvlsi24.html#ClementeGCPR16

Javier Olivito Ruben Gran Javier Resano Carlos González 0002 Enrique F. Torres Performance and energy efficiency analysis of a Reversi player for FPGAs and General Purpose Processors. 64-73 2015 39 Microprocess. Microsystems 2 https://doi.org/10.1016/j.micpro.2015.01.001 https://www.wikidata.org/entity/Q61687996 db/journals/mam/mam39.html#OlivitoGRGT15

Juan Antonio Clemente Javier Resano Daniel Mozos An approach to manage reconfigurations and reduce area cost in hard real-time reconfigurable systems. 90:1-90:24 2014 13 ACM Trans. Embed. Comput. Syst. 4 https://doi.org/10.1145/2560037 https://www.wikidata.org/entity/Q61688000 db/journals/tecs/tecs13.html#ClementeRM14

Juan Antonio Clemente Elena Perez Ramo Javier Resano Daniel Mozos Francky Catthoor Configuration Mapping Algorithms to Reduce Energy and Time Reconfiguration Overheads in Reconfigurable Systems. 1248-1261 2014 22 IEEE Trans. Very Large Scale Integr. Syst. 6 https://doi.org/10.1109/TVLSI.2013.2271917 https://www.wikidata.org/entity/Q61688011 db/journals/tvlsi/tvlsi22.html#ClementeRRMC14

Javier Olivito Alberto Delmas Javier Resano An improved FPGA-based specific processor for Blokus Duo. 366-369 2014 FPT https://doi.org/10.1109/FPT.2014.7082822 https://www.wikidata.org/entity/Q61688005 conf/fpt/2014 db/conf/fpt/fpt2014.html#OlivitoDR14

Carlos González 0002 Sergio Sánchez Abel Paz Javier Resano Daniel Mozos Antonio Plaza Use of FPGA or GPU-based architectures for remotely sensed hyperspectral image processing. 89-103 2013 46 Integr. 2 https://doi.org/10.1016/j.vlsi.2012.04.002 https://www.wikidata.org/entity/Q61688027 db/journals/integration/integration46.html#GonzalezSPRMP13

Sebastián López Tanya Vladimirova Carlos González 0002 Javier Resano Daniel Mozos Antonio Plaza The Promise of Reconfigurable Computing for Hyperspectral Imaging Onboard Systems: A Review and Trends. 698-722 2013 101 Proc. IEEE 3 https://doi.org/10.1109/JPROC.2012.2231391 https://www.wikidata.org/entity/Q61688021 db/journals/pieee/pieee101.html#LopezVGRMP13

Javier Olivito Carlos González 0002 Javier Resano An FPGA-based specific processor for Blokus Duo. 502-505 2013 FPT https://doi.org/10.1109/FPT.2013.6718428 https://www.wikidata.org/entity/Q61688017 conf/fpt/2013 db/conf/fpt/fpt2013.html#OlivitoGR13

Carlos González 0002 Javier Resano Antonio Plaza Daniel Mozos FPGA Implementation of Abundance Estimation for Spectral Unmixing of Hyperspectral Data Using the Image Space Reconstruction Algorithm. 248-261 2012 5 IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens. 1 https://doi.org/10.1109/JSTARS.2011.2171673 https://www.wikidata.org/entity/Q61688032 db/journals/staeors/staeors5.html#GonzalezRPM12

Carlos González 0002 Daniel Mozos Javier Resano Antonio Plaza FPGA Implementation of the N-FINDR Algorithm for Remotely Sensed Hyperspectral Image Analysis. 374-388 2012 50 IEEE Trans. Geosci. Remote. Sens. 2 https://doi.org/10.1109/TGRS.2011.2171693 https://www.wikidata.org/entity/Q61688036 db/journals/tgrs/tgrs50.html#GonzalezMRP12

Juan Antonio Clemente Javier Resano Carlos González 0002 Daniel Mozos A Hardware Implementation of a Run-Time Scheduler for Reconfigurable Systems. 1263-1276 2011 19 IEEE Trans. Very Large Scale Integr. Syst. 7 https://doi.org/10.1109/TVLSI.2010.2050158 https://www.wikidata.org/entity/Q61688041 db/journals/tvlsi/tvlsi19.html#ClementeRGM11

Stephen Williams Masoud Agah Luiz A. DaSilva Kamyar Dezhgosha Allen B. MacKenzie Nicky Mostert-Phipps Sanjay Raman Javier Resano Mini workshop - Real World Engineering Projects: Discovery-based curriculum modules for first-year students. S1 2011 FIE https://doi.org/10.1109/FIE.2011.6143026 https://doi.ieeecomputersociety.org/10.1109/FIE.2011.6143026 https://www.wikidata.org/entity/Q61688056 conf/fie/2011 db/conf/fie/fie2011.html#WilliamsADDMMRR11 Juan Antonio Clemente Daniel Mozos Javier Resano A Replacement Technique to Maximize Task Reuse in Reconfigurable Systems. 250-257 2011 IPDPS Workshops https://doi.org/10.1109/IPDPS.2011.149 https://doi.ieeecomputersociety.org/10.1109/IPDPS.2011.149 https://www.wikidata.org/entity/Q61688045 conf/ipps/2011w db/conf/ipps/ipdps2011w.html#ClementeMR11

Carlos González 0002 Javier Resano Daniel Mozos Antonio Plaza David Valencia FPGA Implementation of the Pixel Purity Index Algorithm for Remotely Sensed Hyperspectral Image Analysis. 2010 2010 EURASIP J. Adv. Signal Process. https://doi.org/10.1155/2010/969806 https://www.wikidata.org/entity/Q59253849 db/journals/ejasp/ejasp2010.html#GonzalezRMPV10

Juan Antonio Clemente Carlos González 0002 Javier Resano Daniel Mozos A task graph execution manager for reconfigurable multi-tasking systems. 73-83 2010 34 Microprocess. Microsystems 2-4 https://doi.org/10.1016/j.micpro.2009.12.003 https://www.wikidata.org/entity/Q61688062 db/journals/mam/mam34.html#ClementeGRM10

Carlos González 0002 Daniel Mozos Javier Resano Antonio Plaza FPGA for Computing the Pixel Purity Index Algorithm on Hyperspectral Images. 293- 2010 ERSA conf/ersa/2010 db/conf/ersa/ersa2010.html#GonzalezMRP10 Javier Olivito Carlos González 0002 Javier Resano FPGA implementation of a strong Reversi player. 507-510 2010 FPT https://doi.org/10.1109/FPT.2010.5681469 https://www.wikidata.org/entity/Q61688069 conf/fpt/2010 db/conf/fpt/fpt2010.html#OlivitoGR10 Carlos González 0002 Daniel Mozos Javier Resano FPGA support for satellite computations of hyper spectral images. 715-716 2009 FPL https://doi.org/10.1109/FPL.2009.5272329 https://www.wikidata.org/entity/Q61688080 conf/fpl/2009 db/conf/fpl/fpl2009.html#GonzalezMR09

Javier Resano Juan Antonio Clemente Carlos González 0002 Daniel Mozos Francky Catthoor Efficiently scheduling runtime reconfigurations. 2008 13 ACM Trans. Design Autom. Electr. Syst. 4 https://doi.org/10.1145/1391962.1391966 https://www.wikidata.org/entity/Q61688101 db/journals/todaes/todaes13.html#ResanoCGMC08 58:1-58:12

Juan Antonio Clemente Carlos González 0002 Javier Resano Daniel Mozos A Hardware Task-Graph Scheduler for Reconfigurable Multi-tasking Systems. 79-84 2008 ReConFig https://doi.org/10.1109/ReConFig.2008.31 https://doi.ieeecomputersociety.org/10.1109/ReConFig.2008.31 https://www.wikidata.org/entity/Q61688096 conf/reconfig/2008 db/conf/reconfig/reconfig2008.html#ClementeGRM08

Elena Perez Ramo Javier Resano Daniel Mozos Francky Catthoor Memory hierarchy for high-performance and energyaware reconfigurable systems. 565-571 2007 1 IET Comput. Digit. Tech. 5 https://doi.org/10.1049/iet-cdt:20060155 https://www.wikidata.org/entity/Q61688107 db/journals/iet-cdt/iet-cdt1.html#RamoRMC07

Javier Resano Juan Antonio Clemente Carlos González 0002 Jose Luis Garcia Daniel Mozos HW implementation of an execution manager for reconfigurable systems. 71-77 2007 conf/ersa/2007 ERSA db/conf/ersa/ersa2007.html#ResanoCGGM07 Elena Perez Ramo Javier Resano Daniel Mozos Francky Catthoor Reducing the reconfiguration overhead: a survey of techniques. 191-194 2007 conf/ersa/2007 ERSA db/conf/ersa/ersa2007.html#RamoRMC07

Elena Perez Ramo Javier Resano A Dual Cache for Performance and Energy Aware Reconfigurable HW. 1-2 2006 conf/fpl/2006 FPL https://doi.org/10.1109/FPL.2006.311354 https://www.wikidata.org/entity/Q61688117 db/conf/fpl/fpl2006.html#RamoR06 Elena Perez Ramo Javier Resano Daniel Mozos Francky Catthoor A configuration memory hierarchy for fast reconfiguration with reduced energy consumption overhead. 2006 conf/ipps/2006 IPDPS https://doi.org/10.1109/IPDPS.2006.1639435 https://doi.ieeecomputersociety.org/10.1109/IPDPS.2006.1639435 https://www.wikidata.org/entity/Q61688112 db/conf/ipps/ipdps2006.html#RamoRMC06

Javier Resano Daniel Mozos Diederik Verkest Francky Catthoor A Reconfiguration Manager for Dynamically Reconfigurable Hardware. 452-460 2005 22 IEEE Des. Test Comput. 5 https://doi.org/10.1109/MDT.2005.100 http://doi.ieeecomputersociety.org/10.1109/MDT.2005.100 https://www.wikidata.org/entity/Q61688128 db/journals/dt/dt22.html#ResanoMVC05

Javier Resano Daniel Mozos Francky Catthoor A Hybrid Prefetch Scheduling Heuristic to Minimize at Run-Time the Reconfiguration Overhead of Dynamically Reconfigurable Hardware. 106-111 2005 conf/date/2005 DATE https://doi.org/10.1109/DATE.2005.18 https://doi.ieeecomputersociety.org/10.1109/DATE.2005.18 http://dl.acm.org/citation.cfm?id=1049083 https://www.wikidata.org/entity/Q61688123 db/conf/date/date2005.html#ResanoMC05

Javier Resano Diederik Verkest Daniel Mozos Serge Vernalde Francky Catthoor A hybrid design-time/run-time scheduling flow to minimise the reconfiguration overhead of FPGAs. 291-301 2004 28 Microprocess. Microsystems 5-6 https://doi.org/10.1016/j.micpro.2004.03.015 https://www.wikidata.org/entity/Q61688135 db/journals/mam/mam28.html#ResanoVMVC04

Javier Resano Daniel Mozos Specific scheduling support to minimize the reconfiguration overhead of dynamically reconfigurable hardware. 119-124 2004 conf/dac/2004 DAC https://doi.org/10.1145/996566.996604 db/conf/dac/dac2004.html#ResanoM04 Javier Resano A Specific Scheduling Flow for Dynamically Reconfigurable Hardware. 1178-1179 https://doi.org/10.1007/978-3-540-30117-2_167 2004 conf/fpl/2004 FPL db/conf/fpl/fpl2004.html#Resano04

Javier Resano M. Elena Pérez Daniel Mozos Hortensia Mecha Julio Septién Analyzing communication overheads during hardware/software partitioning. 1001-1007 2003 34 Microelectron. J. 11 https://doi.org/10.1016/S0026-2692(03)00168-X https://www.wikidata.org/entity/Q61688151 db/journals/mj/mj34.html#ResanoPMMS03

Javier Resano Diederik Verkest Daniel Mozos Serge Vernalde Francky Catthoor Run-Time Scheduling for Multimedia Applications on Dynamically Reconfigurable Systems. 156-162 2003 conf/estimedia/2003 ESTIMedia db/conf/estimedia/estimedia2003.html#ResanoVMVC03 Javier Resano Diederik Verkest Daniel Mozos Serge Vernalde Francky Catthoor Application of Task Concurrency Management on Dynamically Reconfigurable Hardware Platforms. 278-279 2003 conf/fccm/2003 FCCM https://doi.org/10.1109/FPGA.2003.1227269 https://doi.ieeecomputersociety.org/10.1109/FPGA.2003.1227269 https://www.wikidata.org/entity/Q61688156 db/conf/fccm/fccm2003.html#ResanoVMVC03 Javier Resano Daniel Mozos Diederik Verkest Serge Vernalde Francky Catthoor Run-Time Minimization of Reconfiguration Overhead in Dynamically Reconfigurable Systems. 585-594 https://doi.org/10.1007/978-3-540-45234-8_57 2003 conf/fpl/2003 FPL db/conf/fpl/fpl2003.html#ResanoMVVC03 Javier Resano Daniel Mozos Elena Pérez-Miñana Hortensia Mecha Julio Septién A Hardware/Software Partitioning and Scheduling Approach for Embedded Systems with Low-Power and High Performance Requirements. 580-589 https://doi.org/10.1007/978-3-540-39762-5_64 2003 conf/patmos/2003 PATMOS db/conf/patmos/patmos2003.html#ResanoMPMS03 Masoud Agah Jesús Alastruey-Benedé Adrián AlcoleaAdrián Alcolea Morena Pedro Álvarez 0001 José Luis Briz Francky Catthoor Abel Chocano Juan Antonio Clemente Pedro Coura Luiz A. DaSilva Kamyar Dezhgosha Joaquín Ezpeleta Ricardo S. Ferreira 0001Ricardo Ferreira 0001 Isabela Freitas Jose Luis Garcia Carlos González 0002 Darío Suárez Gracia Juan Mario Haut Pablo Ibáñez 0001 Alberto Delmas LascorzAlberto Delmas Sebastián López Allen B. MacKenzie Hortensia Mecha Eduardo Montijano Nicky MostertNicky Mostert-Phipps Daniel Mozos Adolfo Muñoz 0001 Ana Cristina MurilloAna C. Murillo José A. M. NacifJosé Augusto Miranda Nacif Agustín Navarro-Torres Javier Olivito Mercedes Eugenia Paoletti Abel Paz Samuel Pérez Pedrajas M. Elena Pérez Elena Pérez-Miñana Antonio Plaza Javier Plaza Carlos del Prado Sanjay Raman Elena Perez Ramo Luis M. Ramos Sergio Sánchez Julio Septién Felipe Serrano 0002 Olavo A. B. Silva Ruben Gran TejeroRuben Gran Enrique F. Torres David Valencia Alejandro Valero Diederik Verkest Serge Vernalde María Villarroya-Gaudó Víctor Viñals Tanya Vladimirova Stephen Williams