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2020 – today
- 2025
 [j4]Cristina Silvano [j4]Cristina Silvano , Daniele Ielmini , Daniele Ielmini , Fabrizio Ferrandi , Fabrizio Ferrandi , Leandro Fiorin , Leandro Fiorin , Serena Curzel , Serena Curzel , Luca Benini , Luca Benini , Francesco Conti , Francesco Conti , Angelo Garofalo , Angelo Garofalo , Cristian Zambelli , Cristian Zambelli , Enrico Calore , Enrico Calore , Sebastiano Fabio Schifano , Sebastiano Fabio Schifano , Maurizio Palesi , Maurizio Palesi , Giuseppe Ascia , Giuseppe Ascia , Davide Patti , Davide Patti , Nicola Petra , Nicola Petra , Davide De Caro , Davide De Caro , Luciano Lavagno , Luciano Lavagno , Teodoro Urso , Teodoro Urso , Valeria Cardellini , Valeria Cardellini , Gian Carlo Cardarilli , Gian Carlo Cardarilli , Robert Birke , Robert Birke , Stefania Perri , Stefania Perri : :
 A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms. ACM Comput. Surv. 57(11): 286:1-286:39 (2025)
 [j3]Giovanni Gozzi [j3]Giovanni Gozzi , Michele Fiorito , Michele Fiorito , Serena Curzel , Serena Curzel , Claudio Barone , Claudio Barone , Vito Giovanni Castellana, Marco Minutoli , Vito Giovanni Castellana, Marco Minutoli , Antonino Tumeo , Antonino Tumeo , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 SPARTA: High-Level Synthesis of Parallel Multi-Threaded Accelerators. ACM Trans. Reconfigurable Technol. Syst. 18(1): 9:1-9:30 (2025)
 [c26]Michele Fiorito [c26]Michele Fiorito , Serena Curzel , Serena Curzel , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 POSTER: A System-level HW/SW Co-simulation Framework for HLS-generated Accelerators. CF 2025: 216-217
 [c25]Cristina Silvano, Fabrizio Ferrandi [c25]Cristina Silvano, Fabrizio Ferrandi , Serena Curzel, Daniele Ielmini, Stefania Perri, Fanny Spagnolo, Pasquale Corsonello, Sebastiano Fabio Schifano, Cristian Zambelli, Angelo Garofalo, Francesco Conti, Luca Benini: , Serena Curzel, Daniele Ielmini, Stefania Perri, Fanny Spagnolo, Pasquale Corsonello, Sebastiano Fabio Schifano, Cristian Zambelli, Angelo Garofalo, Francesco Conti, Luca Benini:
 Multi-Partner Project: Architectures and Design Methodologies to Accelerate AI Workloads. The ICSC Flagship 2 Project. DATE 2025: 1-7
 [c24]Enrico Barbierato, Serena Curzel, Alice Gatti, Marco Gribaudo, Mauro Iacono: [c24]Enrico Barbierato, Serena Curzel, Alice Gatti, Marco Gribaudo, Mauro Iacono:
 Modeling Cyber Threats In Autonomous Guided Vehicles Using Mean Field Models. ECMS 2025: 613-619
 [c23]Serena Curzel, Marco Gribaudo: [c23]Serena Curzel, Marco Gribaudo:
 Custom Floating-Point Computations for the Optimization of ODE Solvers on FPGA. PARMA-DITAM 2025: 2:1-2:13
- 2024
 [c22]Ankur Limaye [c22]Ankur Limaye , Claudio Barone, Nicolas Bohm Agostini , Claudio Barone, Nicolas Bohm Agostini , Marco Minutoli, Joseph B. Manzano, Vito Giovanni Castellana, Giovanni Gozzi, Michele Fiorito, Serena Curzel, Fabrizio Ferrandi , Marco Minutoli, Joseph B. Manzano, Vito Giovanni Castellana, Giovanni Gozzi, Michele Fiorito, Serena Curzel, Fabrizio Ferrandi , Antonino Tumeo: , Antonino Tumeo:
 Towards Automated Generation of Chiplet-Based Systems Invited Paper. ASPDAC 2024: 771-776
 [c21]Michele Fiorito [c21]Michele Fiorito , Serena Curzel , Serena Curzel , Giovanni Gozzi , Giovanni Gozzi , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 A DNN-based Background Segmentation Accelerator for FPGA-equipped satellites. CF (Companion) 2024
 [c20]Christian Pilato, Subhadeep Banik, Jakub Beránek, Fabien Brocheton, Jerónimo Castrillón, Riccardo Cevasco, Radim Cmar, Serena Curzel, Fabrizio Ferrandi [c20]Christian Pilato, Subhadeep Banik, Jakub Beránek, Fabien Brocheton, Jerónimo Castrillón, Riccardo Cevasco, Radim Cmar, Serena Curzel, Fabrizio Ferrandi , Karl F. A. Friebel, Antonella Galizia, Matteo Grasso, Paulo Silva, Jan Martinovic, Gianluca Palermo, Michele Paolino, Andrea Parodi, Antonio Parodi, Fabio Pintus, Raphael Polig, David Poulet, Francesco Regazzoni, Burkhard Ringlein, Roberto Rocco, Katerina Slaninová, Tom Slooff, Stephanie Soldavini, Felix Suchert, Mattia Tibaldi, Beat Weiss, Christoph Hagleitner: , Karl F. A. Friebel, Antonella Galizia, Matteo Grasso, Paulo Silva, Jan Martinovic, Gianluca Palermo, Michele Paolino, Andrea Parodi, Antonio Parodi, Fabio Pintus, Raphael Polig, David Poulet, Francesco Regazzoni, Burkhard Ringlein, Roberto Rocco, Katerina Slaninová, Tom Slooff, Stephanie Soldavini, Felix Suchert, Mattia Tibaldi, Beat Weiss, Christoph Hagleitner:
 A System Development Kit for Big Data Applications on FPGA-based Clusters: The EVEREST Approach. DATE 2024: 1-6
 [c19]Serena Curzel [c19]Serena Curzel , Sofija Jovic , Sofija Jovic , Michele Fiorito , Michele Fiorito , Antonino Tumeo , Antonino Tumeo , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 Pre-scheduling of Affine Loops for HLS Pipelining. Euro-Par Workshops (2) 2024: 431-442
 [c18]Stephanie Soldavini, Felix Suchert, Serena Curzel, Michele Fiorito, Karl F. A. Friebel, Fabrizio Ferrandi [c18]Stephanie Soldavini, Felix Suchert, Serena Curzel, Michele Fiorito, Karl F. A. Friebel, Fabrizio Ferrandi , Radim Cmar, Jerónimo Castrillón, Christian Pilato: , Radim Cmar, Jerónimo Castrillón, Christian Pilato:
 Etna: MLIR-Based System-Level Design and Optimization for Transparent Application Execution on CPU-FPGA Nodes. FCCM 2024: 224
 [c17]Fabrizio Ferrandi [c17]Fabrizio Ferrandi , Michele Fiorito, Claudio Barone, Giovanni Gozzi, Serena Curzel , Michele Fiorito, Claudio Barone, Giovanni Gozzi, Serena Curzel : :
 High-Level Synthesis Developments in the Context of European Space Technology Research (Invited Talk). PARMA-DITAM 2024: 1:1-1:12
 [c16]Nicolas Bohm Agostini [c16]Nicolas Bohm Agostini , Giovanni Gozzi , Giovanni Gozzi , Michele Fiorito , Michele Fiorito , Claudio Barone , Claudio Barone , Serena Curzel , Serena Curzel , Ankur Limaye , Ankur Limaye , Marco Minutoli , Marco Minutoli , Vito Giovanni Castellana , Vito Giovanni Castellana , Joseph B. Manzano , Joseph B. Manzano , Fabrizio Ferrandi , Fabrizio Ferrandi , Antonino Tumeo , Antonino Tumeo : :
 Extending High-Level Synthesis with AI/ML Methods. ICCAD 2024: 28:1-28:6
 [e1]João Bispo [e1]João Bispo , Sotirios Xydis , Sotirios Xydis , Serena Curzel, Luís Miguel Sousa , Serena Curzel, Luís Miguel Sousa : :
 15th Workshop on Parallel Programming and Run-Time Management Techniques for Many-Core Architectures and 13th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms, PARMA-DITAM 2024, January 18, 2024, Munich, Germany. OASIcs 116, Schloss Dagstuhl - Leibniz-Zentrum für Informatik 2024, ISBN 978-3-95977-307-2 [contents]
 [i5]Christian Pilato, Subhadeep Banik, Jakub Beránek, Fabien Brocheton, Jerónimo Castrillón, Riccardo Cevasco, Radim Cmar, Serena Curzel, Fabrizio Ferrandi [i5]Christian Pilato, Subhadeep Banik, Jakub Beránek, Fabien Brocheton, Jerónimo Castrillón, Riccardo Cevasco, Radim Cmar, Serena Curzel, Fabrizio Ferrandi , Karl F. A. Friebel, Antonella Galizia, Matteo Grasso, Paulo Silva, Jan Martinovic, Gianluca Palermo, Michele Paolino, Andrea Parodi, Antonio Parodi, Fabio Pintus, Raphael Polig, David Poulet, Francesco Regazzoni, Burkhard Ringlein, Roberto Rocco, Katerina Slaninová, Tom Slooff, Stephanie Soldavini, Felix Suchert , Karl F. A. Friebel, Antonella Galizia, Matteo Grasso, Paulo Silva, Jan Martinovic, Gianluca Palermo, Michele Paolino, Andrea Parodi, Antonio Parodi, Fabio Pintus, Raphael Polig, David Poulet, Francesco Regazzoni, Burkhard Ringlein, Roberto Rocco, Katerina Slaninová, Tom Slooff, Stephanie Soldavini, Felix Suchert , Mattia Tibaldi, Beat Weiss, Christoph Hagleitner: , Mattia Tibaldi, Beat Weiss, Christoph Hagleitner:
 A System Development Kit for Big Data Applications on FPGA-based Clusters: The EVEREST Approach. CoRR abs/2402.12612 (2024)
- 2023
 [c15]Vito Giovanni Castellana, Nicolas Bohm Agostini [c15]Vito Giovanni Castellana, Nicolas Bohm Agostini , Ankur Limaye , Ankur Limaye , Vinay Amatya, Marco Minutoli, Joseph B. Manzano, Antonino Tumeo, Serena Curzel , Vinay Amatya, Marco Minutoli, Joseph B. Manzano, Antonino Tumeo, Serena Curzel , Michele Fiorito , Michele Fiorito , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 Towards On-Chip Learning for Low Latency Reasoning with End-to-End Synthesis. ASP-DAC 2023: 632-638
 [c14]Giovanni Gozzi [c14]Giovanni Gozzi , Michele Fiorito , Michele Fiorito , Serena Curzel , Serena Curzel , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 High-Level Synthesis of the OpenMP runtime to improve the generation of parallel accelerators. CF 2023: 209-210
 [c13]Serena Curzel [c13]Serena Curzel , Michele Fiorito , Michele Fiorito , Patricia López Cueva , Patricia López Cueva , Tiago Jorge , Tiago Jorge , Thanassis Tsiodras , Thanassis Tsiodras , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 Exploration of Synthesis Methods from Simulink Models to FPGA for Aerospace Applications. CF 2023: 243-249
 [c12]Nadia Ibellaatti, Edouard Lepape, Alp Kiliç, Kaya Akyel, Kassem Chouayakh, Fabrizio Ferrandi [c12]Nadia Ibellaatti, Edouard Lepape, Alp Kiliç, Kaya Akyel, Kassem Chouayakh, Fabrizio Ferrandi , Claudio Barone, Serena Curzel, Michele Fiorito , Claudio Barone, Serena Curzel, Michele Fiorito , Giovanni Gozzi, Miguel Masmano, Ana Risquez Navarro, Manuel Muñoz, Vicente Nicolau Gallego, Patricia López Cueva, Jean-noel Letrillard, Franck Wartel: , Giovanni Gozzi, Miguel Masmano, Ana Risquez Navarro, Manuel Muñoz, Vicente Nicolau Gallego, Patricia López Cueva, Jean-noel Letrillard, Franck Wartel:
 HERMES: qualification of High pErformance pRogrammable Microprocessor and dEvelopment of Software ecosystem. DATE 2023: 1-5
 [c11]Michele Fiorito, Serena Curzel, Fabrizio Ferrandi [c11]Michele Fiorito, Serena Curzel, Fabrizio Ferrandi : :
 TrueFloat: A Templatized Arithmetic Library for HLS Floating-Point Operators. SAMOS 2023: 486-493
 [i4]Nadia Ibellaatti, Edouard Lepape, Alp Kiliç, Kaya Akyel, Kassem Chouayakh, Fabrizio Ferrandi [i4]Nadia Ibellaatti, Edouard Lepape, Alp Kiliç, Kaya Akyel, Kassem Chouayakh, Fabrizio Ferrandi , Claudio Barone, Serena Curzel, Michele Fiorito , Claudio Barone, Serena Curzel, Michele Fiorito , Giovanni Gozzi, Miguel Masmano, Ana Risquez Navarro, Manuel Muñoz, Vicente Nicolau Gallego, Patricia López Cueva, Jean-noel Letrillard, Franck Wartel: , Giovanni Gozzi, Miguel Masmano, Ana Risquez Navarro, Manuel Muñoz, Vicente Nicolau Gallego, Patricia López Cueva, Jean-noel Letrillard, Franck Wartel:
 HERMES: qualification of High pErformance pRogrammable Microprocessor and dEvelopment of Software ecosystem. CoRR abs/2302.06427 (2023)
 [i3]Cristina Silvano, Daniele Ielmini, Fabrizio Ferrandi [i3]Cristina Silvano, Daniele Ielmini, Fabrizio Ferrandi , Leandro Fiorin, Serena Curzel, Luca Benini, Francesco Conti, Angelo Garofalo, Cristian Zambelli, Enrico Calore, Sebastiano Fabio Schifano, Maurizio Palesi, Giuseppe Ascia, Davide Patti, Stefania Perri, Nicola Petra, Davide De Caro, Luciano Lavagno, Teodoro Urso, Valeria Cardellini , Leandro Fiorin, Serena Curzel, Luca Benini, Francesco Conti, Angelo Garofalo, Cristian Zambelli, Enrico Calore, Sebastiano Fabio Schifano, Maurizio Palesi, Giuseppe Ascia, Davide Patti, Stefania Perri, Nicola Petra, Davide De Caro, Luciano Lavagno, Teodoro Urso, Valeria Cardellini , Gian Carlo Cardarilli, Robert Birke: , Gian Carlo Cardarilli, Robert Birke:
 A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms. CoRR abs/2306.15552 (2023)
 [i2]Fabrizio Ferrandi [i2]Fabrizio Ferrandi , Serena Curzel, Leandro Fiorin, Daniele Ielmini, Cristina Silvano, Francesco Conti, Alessio Burrello, Francesco Barchi, Luca Benini, Luciano Lavagno, Teodoro Urso, Enrico Calore, Sebastiano Fabio Schifano, Cristian Zambelli, Maurizio Palesi, Giuseppe Ascia, Enrico Russo, Nicola Petra, Davide De Caro, Gennaro Di Meo , Serena Curzel, Leandro Fiorin, Daniele Ielmini, Cristina Silvano, Francesco Conti, Alessio Burrello, Francesco Barchi, Luca Benini, Luciano Lavagno, Teodoro Urso, Enrico Calore, Sebastiano Fabio Schifano, Cristian Zambelli, Maurizio Palesi, Giuseppe Ascia, Enrico Russo, Nicola Petra, Davide De Caro, Gennaro Di Meo , Valeria Cardellini , Valeria Cardellini , Salvatore Filippone, Francesco Lo Presti, Francesco Silvestri, Paolo Palazzari, Stefania Perri: , Salvatore Filippone, Francesco Lo Presti, Francesco Silvestri, Paolo Palazzari, Stefania Perri:
 A Survey on Design Methodologies for Accelerating Deep Learning on Heterogeneous Architectures. CoRR abs/2311.17815 (2023)
- 2022
 [b1]Serena Curzel: [b1]Serena Curzel:
 Modern high-level synthesis: improving productivity with a multi-level approach. Polytechnic University of Milan, Italy, 2022
 [j2]Nicolas Bohm Agostini [j2]Nicolas Bohm Agostini , Serena Curzel , Serena Curzel , Jeff Jun Zhang, Ankur Limaye , Jeff Jun Zhang, Ankur Limaye , Cheng Tan, Vinay Amatya, Marco Minutoli , Cheng Tan, Vinay Amatya, Marco Minutoli , Vito Giovanni Castellana, Joseph B. Manzano , Vito Giovanni Castellana, Joseph B. Manzano , David Brooks, Gu-Yeon Wei, Antonino Tumeo , David Brooks, Gu-Yeon Wei, Antonino Tumeo : :
 Bridging Python to Silicon: The SODA Toolchain. IEEE Micro 42(5): 78-88 (2022)
 [j1]Serena Curzel [j1]Serena Curzel , Nicolas Bohm Agostini , Nicolas Bohm Agostini , Vito Giovanni Castellana, Marco Minutoli , Vito Giovanni Castellana, Marco Minutoli , Ankur Limaye , Ankur Limaye , Joseph B. Manzano , Joseph B. Manzano , Jeff Zhang, David Brooks, Gu-Yeon Wei, Fabrizio Ferrandi , Jeff Zhang, David Brooks, Gu-Yeon Wei, Fabrizio Ferrandi , Antonino Tumeo , Antonino Tumeo : :
 End-to-End Synthesis of Dynamically Controlled Machine Learning Accelerators. IEEE Trans. Computers 71(12): 3074-3087 (2022)
 [c10]Serena Curzel [c10]Serena Curzel , Sofija Jovic, Michele Fiorito , Sofija Jovic, Michele Fiorito , Antonino Tumeo, Fabrizio Ferrandi , Antonino Tumeo, Fabrizio Ferrandi : :
 MLIR Loop Optimizations for High-Level Synthesis: A Case Study. PACT 2022: 544-545
 [c9]Nicolas Bohm Agostini [c9]Nicolas Bohm Agostini , Serena Curzel , Serena Curzel , David R. Kaeli, Antonino Tumeo: , David R. Kaeli, Antonino Tumeo:
 SODA-OPT an MLIR based flow for co-design and high-level synthesis. CF 2022: 201-202
 [c8]Serena Curzel [c8]Serena Curzel , Nicolas Bohm Agostini , Nicolas Bohm Agostini , Antonino Tumeo, Fabrizio Ferrandi , Antonino Tumeo, Fabrizio Ferrandi : :
 Hardware acceleration of complex machine learning models through modern high-level synthesis. CF 2022: 209-210
 [c7]Nicolas Bohm Agostini [c7]Nicolas Bohm Agostini , Serena Curzel , Serena Curzel , Ankur Limaye , Ankur Limaye , Vinay Amatya, Marco Minutoli , Vinay Amatya, Marco Minutoli , Vito Giovanni Castellana, Joseph B. Manzano , Vito Giovanni Castellana, Joseph B. Manzano , Antonino Tumeo, Fabrizio Ferrandi , Antonino Tumeo, Fabrizio Ferrandi : :
 The SODA approach: leveraging high-level synthesis for hardware/software co-design and hardware specialization: invited. DAC 2022: 1359-1362
 [c6]Antonino Tumeo, Nicolas Bohm Agostini, Serena Curzel [c6]Antonino Tumeo, Nicolas Bohm Agostini, Serena Curzel , Ankur Limaye , Ankur Limaye , Cheng Tan, Vinay Amatya, Marco Minutoli , Cheng Tan, Vinay Amatya, Marco Minutoli , Vito Giovanni Castellana, Ang Li, Joseph B. Manzano , Vito Giovanni Castellana, Ang Li, Joseph B. Manzano : :
 SO(DA)2: End-to-end Generation of Specialized Reconfigurable Architectures (Invited Talk). PARMA-DITAM@HiPEAC 2022: 1:1-1:15
 [c5]Serena Curzel [c5]Serena Curzel , Nicolas Bohm Agostini, Reece Neff, Ankur Limaye , Nicolas Bohm Agostini, Reece Neff, Ankur Limaye , Jeff Jun Zhang, Vinay Amatya, Marco Minutoli , Jeff Jun Zhang, Vinay Amatya, Marco Minutoli , Vito Giovanni Castellana, Joseph B. Manzano , Vito Giovanni Castellana, Joseph B. Manzano , David Brooks, Gu-Yeon Wei, Fabrizio Ferrandi , David Brooks, Gu-Yeon Wei, Fabrizio Ferrandi , Antonino Tumeo: , Antonino Tumeo:
 From High-Level Frameworks to custom Silicon with SODA. HCS 2022: 1-13
 [c4]Nicolas Bohm Agostini [c4]Nicolas Bohm Agostini , Serena Curzel , Serena Curzel , Vinay Amatya, Cheng Tan, Marco Minutoli , Vinay Amatya, Cheng Tan, Marco Minutoli , Vito Giovanni Castellana, Joseph B. Manzano , Vito Giovanni Castellana, Joseph B. Manzano , David R. Kaeli, Antonino Tumeo: , David R. Kaeli, Antonino Tumeo:
 An MLIR-based Compiler Flow for System-Level Design and Hardware Acceleration. ICCAD 2022: 6:1-6:9
 [c3]Nicolas Bohm Agostini, Ankur Limaye [c3]Nicolas Bohm Agostini, Ankur Limaye , Marco Minutoli , Marco Minutoli , Vito Giovanni Castellana, Joseph B. Manzano , Vito Giovanni Castellana, Joseph B. Manzano , Antonino Tumeo, Serena Curzel , Antonino Tumeo, Serena Curzel , Fabrizio Ferrandi , Fabrizio Ferrandi : :
 SODA Synthesizer: An Open-Source, Multi-Level, Modular, Extensible Compiler from High-Level Frameworks to Silicon. ICCAD 2022: 18:1-18:7
- 2021
 [c2]Fabrizio Ferrandi [c2]Fabrizio Ferrandi , Vito Giovanni Castellana, Serena Curzel , Vito Giovanni Castellana, Serena Curzel , Pietro Fezzardi, Michele Fiorito , Pietro Fezzardi, Michele Fiorito , Marco Lattuada, Marco Minutoli , Marco Lattuada, Marco Minutoli , Christian Pilato, Antonino Tumeo: , Christian Pilato, Antonino Tumeo:
 Invited: Bambu: an Open-Source Research Framework for the High-Level Synthesis of Complex Applications. DAC 2021: 1327-1330
 [c1]Serena Curzel [c1]Serena Curzel , Nicolas Bohm Agostini , Nicolas Bohm Agostini , Shihao Song, Ismet Dagli, Ankur Limaye , Shihao Song, Ismet Dagli, Ankur Limaye , Cheng Tan, Marco Minutoli , Cheng Tan, Marco Minutoli , Vito Giovanni Castellana, Vinay Amatya, Joseph B. Manzano , Vito Giovanni Castellana, Vinay Amatya, Joseph B. Manzano , Anup Das , Anup Das , Fabrizio Ferrandi , Fabrizio Ferrandi , Antonino Tumeo: , Antonino Tumeo:
 Automated Generation of Integrated Digital and Spiking Neuromorphic Machine Learning Accelerators. ICCAD 2021: 1-7
 [i1]Serena Curzel, Nicolò Ghielmetti, Michele Fiorito, Fabrizio Ferrandi: [i1]Serena Curzel, Nicolò Ghielmetti, Michele Fiorito, Fabrizio Ferrandi:
 De-specializing an HLS library for Deep Neural Networks: improvements upon hls4ml. CoRR abs/2103.13060 (2021)
Coauthor Index

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