Serena Curzel

According to our database, Serena Curzel authored at least 23 papers between 2021 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of three.

2024

A System Development Kit for Big Data Applications on FPGA-based Clusters: The EVEREST Approach.

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

CoRR, 2024

High-Level Synthesis Developments in the Context of European Space Technology Research (Invited Talk).

Fabrizio Ferrandi, Michele Fiorito, Claudio Barone, Giovanni Gozzi, Serena Curzel

Proceedings of the 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, 2024

2023

A Survey on Design Methodologies for Accelerating Deep Learning on Heterogeneous Architectures.

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

CoRR, 2023

A Survey on Deep Learning Hardware Accelerators for Heterogeneous HPC Platforms.

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

CoRR, 2023

TrueFloat: A Templatized Arithmetic Library for HLS Floating-Point Operators.

Michele Fiorito, Serena Curzel, Fabrizio Ferrandi

Proceedings of the Embedded Computer Systems: Architectures, Modeling, and Simulation, 2023

HERMES: qualification of High pErformance pRogrammable Microprocessor and dEvelopment of Software ecosystem.

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

Proceedings of the Design, Automation & Test in Europe Conference & Exhibition, 2023

High-Level Synthesis of the OpenMP runtime to improve the generation of parallel accelerators.

Giovanni Gozzi, Michele Fiorito, Serena Curzel, Fabrizio Ferrandi

Proceedings of the 20th ACM International Conference on Computing Frontiers, 2023

Exploration of Synthesis Methods from Simulink Models to FPGA for Aerospace Applications.

Serena Curzel, Michele Fiorito, Patricia López Cueva, Tiago Jorge, Thanassis Tsiodras, Fabrizio Ferrandi

Proceedings of the 20th ACM International Conference on Computing Frontiers, 2023

Towards On-Chip Learning for Low Latency Reasoning with End-to-End Synthesis.

Vito Giovanni Castellana, Nicolas Bohm Agostini, Ankur Limaye, Vinay Amatya, Marco Minutoli, Joseph B. Manzano, Antonino Tumeo, Serena Curzel, Michele Fiorito, Fabrizio Ferrandi

Proceedings of the 28th Asia and South Pacific Design Automation Conference, 2023

2022

Modern high-level synthesis: improving productivity with a multi-level approach

Serena Curzel

PhD thesis, 2022

End-to-End Synthesis of Dynamically Controlled Machine Learning Accelerators.

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

IEEE Trans. Computers, 2022

Bridging Python to Silicon: The SODA Toolchain.

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

IEEE Micro, 2022

SODA Synthesizer: An Open-Source, Multi-Level, Modular, Extensible Compiler from High-Level Frameworks to Silicon.

Nicolas Bohm Agostini, Ankur Limaye, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, Antonino Tumeo, Serena Curzel, Fabrizio Ferrandi

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

An MLIR-based Compiler Flow for System-Level Design and Hardware Acceleration.

Nicolas Bohm Agostini, Serena Curzel, Vinay Amatya, Cheng Tan, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, David R. Kaeli, Antonino Tumeo

Proceedings of the 41st IEEE/ACM International Conference on Computer-Aided Design, 2022

From High-Level Frameworks to custom Silicon with SODA.

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

Proceedings of the 2022 IEEE Hot Chips 34 Symposium, 2022

SO(DA)²: End-to-end Generation of Specialized Reconfigurable Architectures (Invited Talk).

Antonino Tumeo, Nicolas Bohm Agostini, Serena Curzel, Ankur Limaye, Cheng Tan, Vinay Amatya, Marco Minutoli, Vito Giovanni Castellana, Ang Li, Joseph B. Manzano

Proceedings of the 13th Workshop on Parallel Programming and Run-Time Management Techniques for Many-Core Architectures and 11th Workshop on Design Tools and Architectures for Multicore Embedded Computing Platforms, 2022

The SODA approach: leveraging high-level synthesis for hardware/software co-design and hardware specialization: invited.

Nicolas Bohm Agostini, Serena Curzel, Ankur Limaye, Vinay Amatya, Marco Minutoli, Vito Giovanni Castellana, Joseph B. Manzano, Antonino Tumeo, Fabrizio Ferrandi

Proceedings of the DAC '22: 59th ACM/IEEE Design Automation Conference, San Francisco, California, USA, July 10, 2022

Hardware acceleration of complex machine learning models through modern high-level synthesis.

Serena Curzel, Nicolas Bohm Agostini, Antonino Tumeo, Fabrizio Ferrandi

Proceedings of the CF '22: 19th ACM International Conference on Computing Frontiers, Turin, Italy, May 17, 2022

SODA-OPT an MLIR based flow for co-design and high-level synthesis.

Nicolas Bohm Agostini, Serena Curzel, David R. Kaeli, Antonino Tumeo

Proceedings of the CF '22: 19th ACM International Conference on Computing Frontiers, Turin, Italy, May 17, 2022

MLIR Loop Optimizations for High-Level Synthesis: A Case Study.

Serena Curzel, Sofija Jovic, Michele Fiorito, Antonino Tumeo, Fabrizio Ferrandi

Proceedings of the International Conference on Parallel Architectures and Compilation Techniques, 2022

2021

De-specializing an HLS library for Deep Neural Networks: improvements upon hls4ml.

Serena Curzel, Nicolò Ghielmetti, Michele Fiorito, Fabrizio Ferrandi

CoRR, 2021

Automated Generation of Integrated Digital and Spiking Neuromorphic Machine Learning Accelerators.

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

Proceedings of the IEEE/ACM International Conference On Computer Aided Design, 2021

Invited: Bambu: an Open-Source Research Framework for the High-Level Synthesis of Complex Applications.

Fabrizio Ferrandi, Vito Giovanni Castellana, Serena Curzel, Pietro Fezzardi, Michele Fiorito, Marco Lattuada, Marco Minutoli, Christian Pilato, Antonino Tumeo

Proceedings of the 58th ACM/IEEE Design Automation Conference, 2021