Serena Curzel

38 papers A* 2A 8B 2C 1Misc 1Journal 9Unranked 13
YearRankTypeTitle / Venue / Authors
2025 J jnl
A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms.
ACM Comput. Surv.
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, Nicola Petra, Davide De Caro, Luciano Lavagno, Teodoro Urso, Valeria Cardellini, Gian Carlo Cardarilli, Robert Birke, Stefania Perri
2025 A conf
Augmented Co-Simulation for Fast Functional and System-Level Verification of HLS Accelerators.
ICCAD
Michele Fiorito, Serena Curzel, Fabrizio Ferrandi
2025 — conf
Custom Floating-Point Computations for the Optimization of ODE Solvers on FPGA.
PARMA-DITAM
Serena Curzel, Marco Gribaudo
2025 C conf
Modeling Cyber Threats In Autonomous Guided Vehicles Using Mean Field Models.
ECMS
Enrico Barbierato, Serena Curzel, Alice Gatti, Marco Gribaudo, Mauro Iacono
2025 A conf
Multi-Partner Project: Architectures and Design Methodologies to Accelerate AI Workloads. The ICSC Flagship 2 Project.
DATE
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
2025 — conf
POSTER: A System-level HW/SW Co-simulation Framework for HLS-generated Accelerators.
CF
Michele Fiorito, Serena Curzel, Fabrizio Ferrandi
2025 J jnl
SPARTA: High-Level Synthesis of Parallel Multi-Threaded Accelerators.
ACM Trans. Reconfigurable Technol. Syst.
Giovanni Gozzi, Michele Fiorito, Serena Curzel, Claudio Barone, Vito Giovanni Castellana, Marco Minutoli, Antonino Tumeo, Fabrizio Ferrandi
2024 — ed.
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, Munich, Germany, January 18, 2024
PARMA-DITAM
João Bispo, Sotirios Xydis, Serena Curzel, Luís Miguel Sousa
2024 — conf
A DNN-based Background Segmentation Accelerator for FPGA-equipped satellites.
CF (Companion)
Michele Fiorito, Serena Curzel, Giovanni Gozzi, Fabrizio Ferrandi
2024 A conf
A System Development Kit for Big Data Applications on FPGA-based Clusters: The EVEREST Approach.
DATE
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
2024 J jnl
A System Development Kit for Big Data Applications on FPGA-based Clusters: The EVEREST Approach.
CoRR
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
2024 Misc conf
Etna: MLIR-Based System-Level Design and Optimization for Transparent Application Execution on CPU-FPGA Nodes.
FCCM
Stephanie Soldavini, Felix Suchert, Serena Curzel, Michele Fiorito, Karl F. A. Friebel, Fabrizio Ferrandi, Radim Cmar, Jerónimo Castrillón, Christian Pilato
2024 A conf
Extending High-Level Synthesis with AI/ML Methods.
ICCAD
Nicolas Bohm Agostini, Giovanni Gozzi, Michele Fiorito, Claudio Barone, Serena Curzel, Ankur Limaye, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, Fabrizio Ferrandi, Antonino Tumeo
2024 — conf
High-Level Synthesis Developments in the Context of European Space Technology Research (Invited Talk).
PARMA-DITAM
Fabrizio Ferrandi, Michele Fiorito, Claudio Barone, Giovanni Gozzi, Serena Curzel
2024 — conf
Pre-scheduling of Affine Loops for HLS Pipelining.
Euro-Par Workshops (2)
Serena Curzel, Sofija Jovic, Michele Fiorito, Antonino Tumeo, Fabrizio Ferrandi
2024 B conf
Towards Automated Generation of Chiplet-Based Systems Invited Paper.
ASPDAC
Ankur Limaye, Claudio Barone, Nicolas Bohm Agostini, Marco Minutoli, Joseph B. Manzano, Vito Giovanni Castellana, Giovanni Gozzi, Michele Fiorito, Serena Curzel, Fabrizio Ferrandi, Antonino Tumeo
2023 J jnl
A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms.
CoRR
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, Gian Carlo Cardarilli, Robert Birke
2023 J jnl
A Survey on Design Methodologies for Accelerating Deep Learning on Heterogeneous Architectures.
CoRR
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, Valeria Cardellini, Salvatore Filippone, Francesco Lo Presti, Francesco Silvestri, Paolo Palazzari, Stefania Perri
2023 — conf
Exploration of Synthesis Methods from Simulink Models to FPGA for Aerospace Applications.
CF
Serena Curzel, Michele Fiorito, Patricia López Cueva, Tiago Jorge, Thanassis Tsiodras, Fabrizio Ferrandi
2023 A conf
HERMES: qualification of High pErformance pRogrammable Microprocessor and dEvelopment of Software ecosystem.
DATE
Nadia Ibellaatti, Edouard Lepape, Alp Kiliç, Kaya Akyel, Kassem Chouayakh, Fabrizio Ferrandi, 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
2023 J jnl
HERMES: qualification of High pErformance pRogrammable Microprocessor and dEvelopment of Software ecosystem.
CoRR
Nadia Ibellaatti, Edouard Lepape, Alp Kiliç, Kaya Akyel, Kassem Chouayakh, Fabrizio Ferrandi, 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
2023 — conf
High-Level Synthesis of the OpenMP runtime to improve the generation of parallel accelerators.
CF
Giovanni Gozzi, Michele Fiorito, Serena Curzel, Fabrizio Ferrandi
2023 — conf
Towards On-Chip Learning for Low Latency Reasoning with End-to-End Synthesis.
ASP-DAC
Vito Giovanni Castellana, Nicolas Bohm Agostini, Ankur Limaye, Vinay Amatya, Marco Minutoli, Joseph B. Manzano, Antonino Tumeo, Serena Curzel, Michele Fiorito, Fabrizio Ferrandi
2023 — conf
TrueFloat: A Templatized Arithmetic Library for HLS Floating-Point Operators.
SAMOS
Michele Fiorito, Serena Curzel, Fabrizio Ferrandi
2022 A conf
An MLIR-based Compiler Flow for System-Level Design and Hardware Acceleration.
ICCAD
Nicolas Bohm Agostini, Serena Curzel, Vinay Amatya, Cheng Tan, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, David R. Kaeli, Antonino Tumeo
2022 J jnl
Bridging Python to Silicon: The SODA Toolchain.
IEEE Micro
Nicolas Bohm Agostini, Serena Curzel, Jeff Jun Zhang, Ankur Limaye, Cheng Tan, Vinay Amatya, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, David Brooks, Gu-Yeon Wei, Antonino Tumeo
2022 J jnl
End-to-End Synthesis of Dynamically Controlled Machine Learning Accelerators.
IEEE Trans. Computers
Serena Curzel, Nicolas Bohm Agostini, Vito Giovanni Castellana, Marco Minutoli, Ankur Limaye, Joseph B. Manzano, Jeff Zhang, David Brooks, Gu-Yeon Wei, Fabrizio Ferrandi, Antonino Tumeo
2022 — conf
From High-Level Frameworks to custom Silicon with SODA.
HCS
Serena Curzel, Nicolas Bohm Agostini, Reece Neff, Ankur Limaye, Jeff Jun Zhang, Vinay Amatya, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, David Brooks, Gu-Yeon Wei, Fabrizio Ferrandi, Antonino Tumeo
2022 — conf
Hardware acceleration of complex machine learning models through modern high-level synthesis.
CF
Serena Curzel, Nicolas Bohm Agostini, Antonino Tumeo, Fabrizio Ferrandi
2022 B conf
MLIR Loop Optimizations for High-Level Synthesis: A Case Study.
PACT
Serena Curzel, Sofija Jovic, Michele Fiorito, Antonino Tumeo, Fabrizio Ferrandi
2022 — —
Modern high-level synthesis: improving productivity with a multi-level approach
Serena Curzel
2022 — conf
SO(DA)
PARMA-DITAM@HiPEAC
Antonino Tumeo, Nicolas Bohm Agostini, Serena Curzel, Ankur Limaye, Cheng Tan, Vinay Amatya, Marco Minutoli, Vito Giovanni Castellana, Ang Li, Joseph B. Manzano
2022 A conf
SODA Synthesizer: An Open-Source, Multi-Level, Modular, Extensible Compiler from High-Level Frameworks to Silicon.
ICCAD
Nicolas Bohm Agostini, Ankur Limaye, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, Antonino Tumeo, Serena Curzel, Fabrizio Ferrandi
2022 — conf
SODA-OPT an MLIR based flow for co-design and high-level synthesis.
CF
Nicolas Bohm Agostini, Serena Curzel, David R. Kaeli, Antonino Tumeo
2022 A* conf
The SODA approach: leveraging high-level synthesis for hardware/software co-design and hardware specialization: invited.
DAC
Nicolas Bohm Agostini, Serena Curzel, Ankur Limaye, Vinay Amatya, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, Antonino Tumeo, Fabrizio Ferrandi
2021 A conf
Automated Generation of Integrated Digital and Spiking Neuromorphic Machine Learning Accelerators.
ICCAD
Serena Curzel, Nicolas Bohm Agostini, Shihao Song, Ismet Dagli, Ankur Limaye, Cheng Tan, Marco Minutoli, Vito Giovanni Castellana, Vinay Amatya, Joseph B. Manzano, Anup Das, Fabrizio Ferrandi, Antonino Tumeo
2021 J jnl
De-specializing an HLS library for Deep Neural Networks: improvements upon hls4ml.
CoRR
Serena Curzel, Nicolò Ghielmetti, Michele Fiorito, Fabrizio Ferrandi
2021 A* conf
Invited: Bambu: an Open-Source Research Framework for the High-Level Synthesis of Complex Applications.
DAC
Fabrizio Ferrandi, Vito Giovanni Castellana, Serena Curzel, Pietro Fezzardi, Michele Fiorito, Marco Lattuada, Marco Minutoli, Christian Pilato, Antonino Tumeo