On challenges in machine learning model management S Schelter, F Biessmann, T Januschowski, D Salinas, S Seufert, ... | 197 | 2015 |
{PRETZEL}: Opening the black box of machine learning prediction serving systems Y Lee, A Scolari, BG Chun, MD Santambrogio, M Weimer, M Interlandi 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI …, 2018 | 120 | 2018 |
From the Edge to the Cloud: Model Serving in ML. NET. Y Lee, A Scolari, BG Chun, M Weimer, M Interlandi IEEE Data Eng. Bull. 41 (4), 46-53, 2018 | 31 | 2018 |
A software cache partitioning system for hash-based caches A Scolari, DB Bartolini, MD Santambrogio ACM Transactions on Architecture and Code Optimization (TACO) 13 (4), 1-24, 2016 | 22 | 2016 |
Pareto optimal design space exploration for accelerated CNN on FPGA E Reggiani, M Rabozzi, AM Nestorov, A Scolari, L Stornaiuolo, ... 2019 IEEE International Parallel and Distributed Processing Symposium …, 2019 | 20 | 2019 |
Tirex: Tiled regular expression matching architecture A Comodi, D Conficconi, A Scolari, MD Santambrogio 2018 IEEE International Parallel and Distributed Processing Symposium …, 2018 | 16 | 2018 |
An energy-efficient domain-specific architecture for regular expressions D Conficconi, E Del Sozzo, F Carloni, A Comodi, A Scolari, ... IEEE Transactions on Emerging Topics in Computing 11 (1), 3-17, 2022 | 12 | 2022 |
Heterogeneous exascale supercomputing: The role of CAD in the exaFPGA project M Rabozzi, G Natale, E Del Sozzo, A Scolari, L Stornaiuolo, ... Design, Automation & Test in Europe Conference & Exhibition (DATE), 2017 …, 2017 | 9 | 2017 |
Coloring the cloud for predictable performance A Scolari, F Sironi, DB Bartolini, D Sciuto, MD Santambrogio Proceedings of the 4th annual Symposium on Cloud Computing, 1-2, 2013 | 6 | 2013 |
Towards high-performance prediction serving systems Y Lee, A Scolari, M Interlandi, M Weimer, BG Chun NIPS ML Systems Workshop, 2017 | 5 | 2017 |
A survey on recent hardware and software-level cache management techniques A Scolari, F Sironi, D Sciuto, MD Santambrogio 2014 IEEE International Symposium on Parallel and Distributed Processing …, 2014 | 5 | 2014 |
Towards accelerating generic machine learning prediction pipelines A Scolari, Y Lee, M Weimer, M Interlandi 2017 IEEE International Conference on Computer Design (ICCD), 431-434, 2017 | 4 | 2017 |
A case study for an accelerated dcnn on fpga-based embedded distributed system AM Nestorov, A Scolari, E Reggiani, L Stornaiuolo, MD Santambrogio 2019 IEEE International Parallel and Distributed Processing Symposium …, 2019 | 3 | 2019 |
Effective implementation of the high performance conjugate gradient benchmark on graphblas A Scolari, AJ Yzelman 2023 IEEE International Parallel and Distributed Processing Symposium …, 2023 | 2 | 2023 |
Characterizing molecular dynamics simulation on commodity platforms F Peverelli, D Conficconi, DB Bartolini, A Scolari, MD Santambrogio 2022 IEEE International Symposium on Workload Characterization (IISWC), 65-78, 2022 | 2 | 2022 |
FPGA-based design using the FASTER toolchain: the case of STM Spear development board F Spada, A Scolari, GC Durelli, R Cattaneo, MD Santambrogio, D Sciuto, ... 2014 IEEE International Symposium on Parallel and Distributed Processing …, 2014 | 2 | 2014 |
HUGenomics: A support to personalized medicine research L Di Tucci, G Guidi, S Notargiacomo, L Cerina, A Scolari, ... 2017 IEEE 3rd International Forum on Research and Technologies for Society …, 2017 | 1 | 2017 |
Optimizing data-intensive applications for modern hardware platforms A Scolari Politecnico di Milano, 2019 | | 2019 |
Validazione di un modello numerico agli elementi finiti della procedura di ballooning per PPVI A SCOLARI Politecnico di Milano, 2018 | | 2018 |
Partitioning Deep Cache Hierarchies in Software for Predictable Performance A Scolari University of Illinois at Chicago, 2014 | | 2014 |