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CASU, MARIO ROBERTO

CASU, MARIO ROBERTO  

Dipartimento di Elettronica e Telecomunicazioni  

009768  

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Accelerating Quantized DNN Layers on RISC-V with a STAR MAC Unit / Manca, Edward; Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - 1113:(2024), pp. 43-53. (Intervento presentato al convegno 54th Annual Meeting of the Italian Electronics Society tenutosi a Noto (SR), Italia nel September 6-8, 2023) [10.1007/978-3-031-48711-8_6]. 1-gen-2024 Manca, EdwardUrbinati, LucaCasu, Mario R. SIE2023_proc_099_post_print.pdf; SIE2023_proc_099_post_print_accepted.pdf
Enhanced Machine-Learning Flow for Microwave-Sensing Systems for Contaminant Detection in Food / Štitić, Bernardita; Urbinati, Luca; Guglielmo, Giuseppe Di; Carloni, Luca P.; Casu, Mario R.. - In: IEEE TRANSACTIONS ON AGRIFOOD ELECTRONICS.. - ISSN 2771-9529. - ELETTRONICO. - 2:2(2024), pp. 181-189. [10.1109/tafe.2024.3421238] 1-gen-2024 Urbinati, LucaCasu, Mario R. + post-print accepted 2 TAFE3421238.pdf; Enhanced_Machine-Learning_Flow_for_Microwave-Sensing_Systems_for_Contaminant_Detection_in_Food.pdf
High-Level Design of Precision-Scalable DNN Accelerators Based on Sum-Together Multipliers / Urbinati, Luca; Casu, Mario R.. - In: IEEE ACCESS. - ISSN 2169-3536. - ELETTRONICO. - 12:(2024), pp. 44163-44189. [10.1109/access.2024.3380472] 1-gen-2024 Urbinati, LucaCasu, Mario R. High-Level_Design_of_Precision-Scalable_DNN_Accelerators_Based_on_Sum-Together_Multipliers.pdf
Mix & Latch: Comparison With State-of-the-Art Retiming On a RISC-V Benchmark / Lagostina, Lorenzo; Minnella, Filippo; Cortadella, Jordi; Casu, Mario R.; Lazarescu, Mihai T.; Lavagno, Luciano. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - STAMPA. - 43:7(2024), pp. 2229-2233. [10.1109/TCAD.2024.3360314] 1-gen-2024 Lagostina, LorenzoMinnella, FilippoCortadella, JordiCasu, Mario R.Lazarescu, Mihai T.Lavagno, Luciano Mix_amp_Latch_Comparison_With_State-of-the-Art_Retiming_On_a_RISC-V_Benchmark.pdf; Minnella-Mix.pdf
NN2FPGA: Optimizing CNN Inference on FPGAs With Binary Integer Programming / Bosio, Roberto; Minnella, Filippo; Urso, Teodoro; Casu, Mario R.; Lavagno, Luciano; Lazarescu, Mihai T.; Pasini, Paolo. - In: IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS. - ISSN 0278-0070. - (2024). [10.1109/tcad.2024.3507570] 1-gen-2024 Bosio, RobertoUrso, TeodoroCasu, Mario R.Lavagno, LucianoLazarescu, Mihai T.Pasini, Paolo + NN2FPGA_Optimizing_CNN_Inference_on_FPGAs_With_Binary_Integer_Programming.pdf
STAR: Sum-Together/Apart Reconfigurable Multipliers for Precision-Scalable ML Workloads / Manca, Edward; Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - (2024), pp. 1-6. (Intervento presentato al convegno Design, Automation & Test in Europe Conference & Exhibition (DATE) tenutosi a Valencia (Spain) nel 25-27 March 2024). 1-gen-2024 Edward MancaLuca UrbinatiMario R. Casu STAR_Sum-Together_Apart_Reconfigurable_Multipliers_for_Precision-Scalable_ML_Workloads.pdf; Manca Urbinati Casu - STAR - DATE2024 - camera ready_post_print_accepted.pdf
WIP: Building an Education Ecosystem for Next Generation Microelectronics Experts in Green and Circular Economy with Digitally-Supported Teaching Methods for Sustainable Chips and Applications (EU Project GreenChips-EDU) / Hofmann, Klaus; Keil, Ferdinand; Riehl, David; Michalowska-Forsyth, Alicja; Czepl, Nikolaus; Woywod, Sarah; Zupan, Dominik; Casu, Mario R.; Ricciardi, Carlo; Violante, Massimo; Graziano, Mariagrazia; Ardesi, Yuri; Mo, Fabrizio; Berger, Dominik; Sill, Sabine; Visotschnig, Volker; Morfouli, Panagiota; Prejbeanu, Liliana; Morin-Allory, Katell; Chavet, Cyrille; Bucci, Davide; Basrour, Skandar; Crebier, Jean-Christophe; Nguyen, Nhu-Huan; Quisbert, Ernesto; Defelix, Christian; Corbett-Etchevers, Isabelle; Sturm, Johannes; Konrath, Jens Peter; Birnbacher, Ulla; Klinger, Thomas; Werth, Wolfgang; Fernandes, Jorge; Santos, Marcelino; Rubio, Antonio; Pagès-Zamora, Alba; Pegueroles, Josep; Salazar, Jordi; Otero, Beatriz; Moreno, J. Manuel; Aragones, X.; Martin, Israel; Sole, Aleix; Suttnig, Dunja; Calabro, Julia; Lima, Floriberto; Santos, Marcelino; Jouseau, Eric; Cerisier, François; Rivier, Cristian; Eisenriegler, Sepp; Reichl, Harald; Macan, Miroslav; Krušelj, Dubravko; Puškarić, Mladen; Tatalović, Mirjana; Zeleničić, Vinko; Deutschmann, Bernd. - (2024), pp. 1-5. (Intervento presentato al convegno 2024 IEEE Frontiers in Education Conference (FIE) tenutosi a Washington (USA) nel 13-16 October 2024) [10.1109/fie61694.2024.10893342]. 1-gen-2024 Casu, Mario R.Ricciardi, CarloViolante, MassimoGraziano, MariagraziaArdesi, YuriMo, Fabrizio + WIP_Building_an_Education_Ecosystem_for_Next_Generation_Microelectronics_Experts_in_Green_and_Circular_Economy_with_Digitally-Supported_Teaching_Methods_for_Sustainable_Chips_and_Applications_EU_.pdf; FIE Final Paper 1571006827.pdf
A low-complexity microwave scanner for cerebrovascular diseases monitoring / Rodriguez-Duarte, D. O.; Origlia, C.; Tobon Vasquez, J. A.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F.. - ELETTRONICO. - (2023), pp. 1-4. (Intervento presentato al convegno 2023 XXXVth URSI General Assembly and Scientific Symposium of the International Union of Radio Science (URSI GASS) tenutosi a Sapporo, Japan nel August 19 - 26, 2023) [10.23919/URSIGASS57860.2023.10265362]. 1-gen-2023 D. O. Rodriguez-DuarteC. OrigliaJ. A. Tobon VasquezG. TurvaniM. R. CasuF. Vipiana + URSI_GAAS_2023_DR_CO_authorVersion.pdf; Origlia-ALow.pdf
A Reconfigurable 2D-Convolution Accelerator for DNNs Quantized with Mixed-Precision / Casu, Mario Roberto; Urbinati, Luca. - ELETTRONICO. - (2023), pp. 210-215. (Intervento presentato al convegno Applepies 2022 tenutosi a Genova nel September 26–27, 2022) [10.1007/978-3-031-30333-3_27]. 1-gen-2023 Casu, Mario RobertoUrbinati, Luca published_paper.pdf; accepted_version.pdf
A Reconfigurable Multiplier/Dot-Product Unit for Precision-Scalable Deep Learning Applications / Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - 1005:(2023), pp. 9-14. (Intervento presentato al convegno 53rd Annual Meeting of the Italian Electronics Society tenutosi a Pizzo (VV), Italia nel September 7-9, 2022) [10.1007/978-3-031-26066-7_2]. 1-gen-2023 Luca UrbinatiMario R. Casu sie22_urbinati_7699_preprint.pdf; Urbinati_and_Casu_2023_A_Reconfigurable_MultiplierDot-Product_Unit_for_Precision-scalable_Deep_Learning_Applications.pdf
Brain Stroke Classification via Machine Learning Algorithms Trained with a Linearized Scattering Operator / Mariano, Valeria; Tobon Vasquez, Jorge A.; Casu, Mario R.; Vipiana, Francesca. - In: DIAGNOSTICS. - ISSN 2075-4418. - ELETTRONICO. - 13:(2023). [10.3390/diagnostics13010023] 1-gen-2023 Valeria MarianoJorge A. Tobon VasquezMario R. CasuFrancesca Vipiana diagnostics-13-00023.pdf
Design-Space Exploration of Mixed-precision DNN Accelerators based on Sum-Together Multipliers / Urbinati, Luca; Casu, Mario R.. - ELETTRONICO. - (2023), pp. 377-380. (Intervento presentato al convegno 2023 18th Conference on Ph.D Research in Microelectronics and Electronics (PRIME) tenutosi a Valencia, Spain nel 18-21 June 2023) [10.1109/PRIME58259.2023.10161835]. 1-gen-2023 Urbinati, LucaCasu, Mario R. published_paper.pdf; post print autore.pdf
Enhanced Machine-Learning Flow for Microwave-Sensing Systems to Detect Contaminants in Food / Štitić, Bernardita; Urbinati, Luca; Di Guglielmo, Giuseppe; Carloni, Luca; Casu, Mario R.. - ELETTRONICO. - (2023), pp. 40-44. (Intervento presentato al convegno 2023 IEEE Conference on AgriFood Electronics (CAFE) tenutosi a Torino, Italy nel 25-27 September 2023) [10.1109/CAFE58535.2023.10291198]. 1-gen-2023 Urbinati, LucaCasu, Mario R. + post-print 2a cafe.pdf; post-print accepted 2 cafe.pdf
Hardware Acceleration of Microwave Imaging Algorithms / Mansoori, Mohammad Amir; Casu, Mario R. (LECTURE NOTES IN BIOENGINEERING). - In: Electromagnetic Imaging for a Novel Generation of Medical Devices / Vipiana F., Crocco L.. - ELETTRONICO. - [s.l] : Springer, 2023. - ISBN 978-3-031-28665-0. - pp. 33-67 [10.1007/978-3-031-28666-7_2] 1-gen-2023 Mansoori, Mohammad AmirCasu, Mario R. published_chapter.pdf; authors_ver.pdf
In-Line Microwave Nondestructive Evaluation of Packaged Food Products via the Support Vector Machine Algorithm / Darwish, A.; Ricci, M.; Zidane, F.; Tobon Vasquez, J. A.; Casu, M. R.; Lanteri, J.; Migliaccio, C.; Vipiana, F.. - ELETTRONICO. - (2023), pp. 343-344. (Intervento presentato al convegno 2023 IEEE International Symposium on Antennas and Propagation and USNC-URSI Radio Science Meeting (USNC-URSI) tenutosi a Portland, OR, USA nel 23-28 July 2023) [10.1109/USNC-URSI52151.2023.10237859]. 1-gen-2023 Darwish A.Ricci M.Tobon Vasquez J. A.Casu M. R.Vipiana F. + n_line_Microwave_Nondestructive_Evaluation_of_Packaged_Food_Products_via_the_Support_Vector_Machine_Algorithm_edited.pdf; Darwish_In-Line.pdf
Intracranial hemorrhage imaging-based follow-up: experimental assessment using a microwave imaging scanner / Rodriguez-Duarte, D. O.; Origlia, C.; Tobon Vasquez, J. A.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F. (CNIT TECHNICAL REPORT ..). - In: Microwave imaging based on inverse scattering: techniques, systems and applications / Pastorino M., Randazzo A.. - ELETTRONICO. - [s.l] : CNIT, 2023. - ISBN 9788894982633. [10.57620/CNIT-Report_10] 1-gen-2023 D. O. Rodriguez-DuarteC. OrigliaJ. A. Tobon VasquezG. TurvaniM. R. CasuF. Vipiana + Intracranial Hemorrhage Imaging_chapter_vDEF_v2.pdf
Mix & Latch: An Optimization Flow for High-Performance Designs with Single-Clock Mixed-Polarity Latches and Flip-Flops / Minnella, Filippo; Cortadella, Jordi; Casu, Mario R.; Lazarescu, Mihai T.; Lavagno, Luciano. - In: IEEE ACCESS. - ISSN 2169-3536. - ELETTRONICO. - 11:(2023), pp. 1-1. [10.1109/ACCESS.2023.3265809] 1-gen-2023 Filippo MinnellaJordi CortadellaMario R. CasuMihai T. LazarescuLuciano Lavagno Minnella-An Optimization.pdf
Multi-objective Framework for Training and Hardware Co-optimization in FPGAs / Casu, Mario Roberto; Mansoori, Mohammadamir. - ELETTRONICO. - (2023), pp. 273-278. (Intervento presentato al convegno Applepies 2022 tenutosi a Genova nel September 26–27, 2022) [10.1007/978-3-031-30333-3_36]. 1-gen-2023 Casu, Mario RobertoMansoori, Mohammadamir published_paper.pdf; Paper.pdf
Preliminary In-Line Microwave Imaging Experimental Assessment for Food Contamination Monitoring / Ricci, M.; Vasquez, J. A. T.; Scapaticci, R.; Turvani, G.; Casu, M. R.; Crocco, L.; Vipiana, F.. - ELETTRONICO. - (2023), pp. 1-3. (Intervento presentato al convegno 17th European Conference on Antennas and Propagation, EuCAP 2023 tenutosi a Florence, Italy nel 26-31 March 2023) [10.23919/EuCAP57121.2023.10133172]. 1-gen-2023 Ricci M.Turvani G.Casu M. R.Crocco L.Vipiana F. + 1570859835 paper_marco.pdf; Vipiana-Preliminary.pdf
To Spike or Not To Spike: A Digital Hardware Perspective on Deep Learning Acceleration / Ottati, Fabrizio; Gao, Chang; Chen, Qinyu; Brignone, Giovanni; Casu, Mario Roberto; Eshraghian, Jason; Lavagno, Luciano.. - In: IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS. - ISSN 2156-3365. - ELETTRONICO. - 13:4(2023), pp. 1015-1025. [10.1109/JETCAS.2023.3330432] 1-gen-2023 Ottati, FabrizioBrignone, GiovanniCasu, Mario RobertoLavagno, Luciano. + review_jetcas.pdf; Ottati-ToSpike_compressed.pdf