Alessandro Pappalardo

According to our database, Alessandro Pappalardo authored at least 23 papers between 2006 and 2024.

Collaborative distances:

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

2024

A2Q+: Improving Accumulator-Aware Weight Quantization.

Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig, Yaman Umuroglu

Proceedings of the Forty-first International Conference on Machine Learning, 2024

Shedding the Bits: Pushing the Boundaries of Quantization with Minifloats on FPGAs.

Shivam Aggarwal, Hans Jakob Damsgaard, Alessandro Pappalardo, Giuseppe Franco, Thomas B. Preußer, Michaela Blott, Tulika Mitra

Proceedings of the 34th International Conference on Field-Programmable Logic and Applications, 2024

2023

Post-Training Quantization with Low-precision Minifloats and Integers on FPGAs.

Shivam Aggarwal, Alessandro Pappalardo, Hans Jakob Damsgaard, Giuseppe Franco, Thomas B. Preußer, Michaela Blott, Tulika Mitra

CoRR, 2023

Quantized Neural Networks for Low-Precision Accumulation with Guaranteed Overflow Avoidance.

Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig

CoRR, 2023

A2Q: Accumulator-Aware Quantization with Guaranteed Overflow Avoidance.

Ian Colbert, Alessandro Pappalardo, Jakoba Petri-Koenig

Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Mix-GEMM: An efficient HW-SW Architecture for Mixed-Precision Quantized Deep Neural Networks Inference on Edge Devices.

Enrico Reggiani, Alessandro Pappalardo, Max Doblas, Miquel Moretó, Mauro Olivieri, Osman Sabri Unsal, Adrián Cristal

Proceedings of the IEEE International Symposium on High-Performance Computer Architecture, 2023

2022

RadioML Meets FINN: Enabling Future RF Applications With FPGA Streaming Architectures.

Felix Jentzsch, Yaman Umuroglu, Alessandro Pappalardo, Michaela Blott, Marco Platzner

IEEE Micro, 2022

QONNX: Representing Arbitrary-Precision Quantized Neural Networks.

Alessandro Pappalardo, Yaman Umuroglu, Michaela Blott, Jovan Mitrevski, Benjamin Hawks, Nhan Tran, Vladimir Loncar, Sioni Summers, Hendrik Borras, Jules Muhizi, Matthew Trahms, Shih-Chieh Hsu, Scott Hauck, Javier M. Duarte

CoRR, 2022

2021

Ps and Qs: Quantization-Aware Pruning for Efficient Low Latency Neural Network Inference.

Benjamin Hawks, Javier M. Duarte, Nicholas J. Fraser, Alessandro Pappalardo, Nhan Tran, Yaman Umuroglu

Frontiers Artif. Intell., 2021

Performance vs. hardware requirements in state-of-the-art automatic speech recognition.

Alexandru-Lucian Georgescu, Alessandro Pappalardo, Horia Cucu, Michaela Blott

EURASIP J. Audio Speech Music. Process., 2021

Trainable Preprocessing for Reduced Precision Neural Networks.

Gábor Csordás, Kristof Denolf, Nicholas J. Fraser, Alessandro Pappalardo, Kees A. Vissers

Proceedings of the 29th European Signal Processing Conference, 2021

2018

FINN-L: Library Extensions and Design Trade-Off Analysis for Variable Precision LSTM Networks on FPGAs.

Vladimir Rybalkin, Alessandro Pappalardo, Muhammad Mohsin Ghaffar, Giulio Gambardella, Norbert Wehn, Michaela Blott

Proceedings of the 28th International Conference on Field Programmable Logic and Applications, 2018

2017

A Feedback-Based Design Space Exploration Subsystem for the Automation of Architectures Synthesis on Proprietary FPGA Toolchains.

Alessandro Pappalardo, Giuseppe Natale, Marco Domenico Santambrogio

Proceedings of the Euromicro Conference on Digital System Design, 2017

2016

Using Brain Signals in Adaptive Smart Spaces for Disabled Children.

Franca Garzotto, Mirko Gelsomini, Alessandro Pappalardo, Claudio Sanna, Erica Stella, Michele Zanella

Proceedings of the 2016 CHI Conference on Human Factors in Computing Systems, 2016

Monitoring and Adaptation in Smart Spaces for Disabled Children.

Franca Garzotto, Mirko Gelsomini, Alessandro Pappalardo, Claudio Sanna, Erica Stella, Michele Zanella

Proceedings of the International Working Conference on Advanced Visual Interfaces, 2016

2009

On hybrid genetic models for hard problems.

Marco Carpentieri, Alessandro Pappalardo, Domenica Sileo, Gianvito Summa

Proceedings of the FUZZ-IEEE 2009, 2009

2008

The Spicy system: towards a notion of mapping quality.

Angela Bonifati, Giansalvatore Mecca, Alessandro Pappalardo, Salvatore Raunich, Gianvito Summa

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2008

Soluzioni Infrastrutturali Open Source per il Sistema Pubblico di Cooperazione Applicativa.

Giansalvatore Mecca, Alessandro Pappalardo, Salvatore Raunich

Proceedings of the Sixteenth Italian Symposium on Advanced Database Systems, 2008

Schema mapping verification: the spicy way.

Angela Bonifati, Giansalvatore Mecca, Alessandro Pappalardo, Salvatore Raunich, Gianvito Summa

Proceedings of the EDBT 2008, 2008

2007

A new algorithm for clustering search results.

Giansalvatore Mecca, Salvatore Raunich, Alessandro Pappalardo

Data Knowl. Eng., 2007

Clustering Web and Desktop Searches.

Giansalvatore Mecca, Salvatore Raunich, Alessandro Pappalardo

Proceedings of the Fifteenth Italian Symposium on Advanced Database Systems, 2007

Noodles: A Clustering Engine for the Web.

Giansalvatore Mecca, Salvatore Raunich, Alessandro Pappalardo, Donatello Santoro

Proceedings of the Web Engineering, 7th International Conference, 2007

2006

The Spicy Project: A New Approach to Data Matching.

Angela Bonifati, Giansalvatore Mecca, Alessandro Pappalardo, Salvatore Raunich

Proceedings of the Fourteenth Italian Symposium on Advanced Database Systems, 2006