A. Cristiano I. Malossi

Publication Activity (10 Years)

Years Active: 2011-2023
Publications (10 Years): 23

Top Topics

Highly Heterogeneous

Computing Paradigms

Top Venues

AutoML@PKDD/ECML

Publications

Rafael Bischof, Florian Scheidegger, Michael A. Kraus, A. Cristiano I. Malossi
Counterfactual Image Generation for adversarially robust and interpretable Classifiers. CoRR (2023)
Jason Tsay, Andrea Bartezzaghi, Aleke Nolte, A. Cristiano I. Malossi
Enabling Reproducibility and Meta-learning Through a Lifelong Database of Experiments (LDE). CoRR (2022)
Maximilian Schmidt, Andrea Bartezzaghi, Jasmina Bogojeska, A. Cristiano I. Malossi, Thang Vu
Improving Low-Resource Question Answering using Active Learning in Multiple Stages. CoRR (2022)
Arunima Chaudhary, Alayt Issak, Kiran Kate, Yannis Katsis, Abel N. Valente, Dakuo Wang, Alexandre V. Evfimievski, Sairam Gurajada, Ban Kawas, A. Cristiano I. Malossi, Lucian Popa, Tejaswini Pedapati, Horst Samulowitz, Martin Wistuba, Yunyao Li
AutoText: An End-to-End AutoAI Framework for Text. AAAI (2021)
Florian Scheidegger, Roxana Istrate, Giovanni Mariani, Luca Benini, Costas Bekas, A. Cristiano I. Malossi
Efficient image dataset classification difficulty estimation for predicting deep-learning accuracy. Vis. Comput. 37 (6) (2021)
Marc Ortiz, Florian Scheidegger, Marc Casas, A. Cristiano I. Malossi, Eduard Ayguadé
Generating Efficient DNN-Ensembles with Evolutionary Computation. CoRR (2020)
Panagiotis E. Hadjidoukas, Andrea Bartezzaghi, Florian Scheidegger, Roxana Istrate, Costas Bekas, A. Cristiano I. Malossi
torcpy: Supporting task parallelism in Python. SoftwareX 12 (2020)
Sicong Zhuang, A. Cristiano I. Malossi, Marc Casas
Reducing Data Motion to Accelerate the Training of Deep Neural Networks. CoRR (2020)
Dionysios Diamantopoulos, Florian Scheidegger, Stefan Mach, Fabian Schuiki, Germain Haugou, Michael Schaffner, Frank K. Gürkaynak, Christoph Hagleitner, A. Cristiano I. Malossi, Luca Benini
XwattPilot: A Full-stack Cloud System Enabling Agile Development of Transprecision Software for Low-power SoCs. COOL CHIPS (2020)
Goran Flegar, Florian Scheidegger, Vedran Novakovic, Giovanni Mariani, Andrés E. Tomás, A. Cristiano I. Malossi, Enrique S. Quintana-Ortí
FloatX: A C++ Library for Customized Floating-Point Arithmetic. ACM Trans. Math. Softw. 45 (4) (2019)
Florian Scheidegger, Luca Benini, Costas Bekas, A. Cristiano I. Malossi
Constrained deep neural network architecture search for IoT devices accounting hardware calibration. CoRR (2019)
Florian Scheidegger, Luca Benini, Costas Bekas, A. Cristiano I. Malossi
Constrained deep neural network architecture search for IoT devices accounting for hardware calibration. NeurIPS (2019)
Atin Sood, Benjamin Elder, Benjamin Herta, Chao Xue, Costas Bekas, A. Cristiano I. Malossi, Debashish Saha, Florian Scheidegger, Ganesh Venkataraman, Gegi Thomas, Giovanni Mariani, Hendrik Strobelt, Horst Samulowitz, Martin Wistuba, Matteo Manica, Mihir R. Choudhury, Rong Yan, Roxana Istrate, Ruchir Puri, Tejaswini Pedapati
NeuNetS: An Automated Synthesis Engine for Neural Network Design. CoRR (2019)
Vassilis Kalantzis, A. Cristiano I. Malossi, Costas Bekas, Alessandro Curioni, Efstratios Gallopoulos, Yousef Saad
A scalable iterative dense linear system solver for multiple right-hand sides in data analytics. Parallel Comput. 74 (2018)
A. Cristiano I. Malossi, Michael Schaffner, Anca Molnos, Luca Gammaitoni, Giuseppe Tagliavini, Andrew Emerson, Andrés Tomás, Dimitrios S. Nikolopoulos, Eric Flamand, Norbert Wehn
The transprecision computing paradigm: Concept, design, and applications. DATE (2018)
Giovanni Mariani, Florian Scheidegger, Roxana Istrate, Costas Bekas, A. Cristiano I. Malossi
BAGAN: Data Augmentation with Balancing GAN. CoRR (2018)
Roxana Istrate, Florian Scheidegger, Giovanni Mariani, Dimitrios S. Nikolopoulos, Costas Bekas, A. Cristiano I. Malossi
TAPAS: Train-less Accuracy Predictor for Architecture Search. CoRR (2018)
Florian Scheidegger, Roxana Istrate, Giovanni Mariani, Luca Benini, Costas Bekas, A. Cristiano I. Malossi
Efficient Image Dataset Classification Difficulty Estimation for Predicting Deep-Learning Accuracy. CoRR (2018)
Florian Scheidegger, Lukas Cavigelli, Michael Schaffner, A. Cristiano I. Malossi, Constantine Bekas, Luca Benini
Impact of temporal subsampling on accuracy and performance in practical video classification. EUSIPCO (2017)
Roxana Istrate, A. Cristiano I. Malossi, Costas Bekas, Dimitrios S. Nikolopoulos
Incremental Training of Deep Convolutional Neural Networks. AutoML@PKDD/ECML (2017)
Valéry Weber, A. Cristiano I. Malossi, Ivano Tavernelli, Teodoro Laino, Costas Bekas, Manish Modani, Nina Wilner, Tom Heller, Alessandro Curioni
First Experiences with ab initio Molecular Dynamics on OpenPOWER: The Case of CPMD. ISC Workshops (2016)
Peter W. J. Staar, Panagiotis Kl. Barkoutsos, Roxana Istrate, A. Cristiano I. Malossi, Ivano Tavernelli, Nikolaj Moll, Heiner Giefers, Christoph Hagleitner, Costas Bekas, Alessandro Curioni
Stochastic Matrix-Function Estimators: Scalable Big-Data Kernels with High Performance. IPDPS (2016)
Sandra Catalán, A. Cristiano I. Malossi, Costas Bekas, Enrique S. Quintana-Ortí
The Impact of Voltage-Frequency Scaling for the Matrix-Vector Product on the IBM POWER8. Euro-Par (2016)
A. Cristiano I. Malossi, Yves Ineichen, Costas Bekas, Alessandro Curioni, Enrique S. Quintana-Ortí
Systematic derivation of time and power models for linear algebra kernels on multicore architectures. Sustain. Comput. Informatics Syst. 7 (2015)
Johann Rudi, A. Cristiano I. Malossi, Tobin Isaac, Georg Stadler, Michael Gurnis, Peter W. J. Staar, Yves Ineichen, Costas Bekas, Alessandro Curioni, Omar Ghattas
An extreme-scale implicit solver for complex PDEs: highly heterogeneous flow in earth's mantle. SC (2015)
Pavel Klavík, A. Cristiano I. Malossi, Constantine Bekas, Alessandro Curioni
Changing Computing Paradigms Towards Power Efficiency. CoRR (2014)
A. Cristiano I. Malossi, Yves Ineichen, Constantine Bekas, Alessandro Curioni, Enrique S. Quintana-Ortí
Performance and Energy-Aware Characterization of the Sparse Matrix-Vector Multiplication on Multithreaded Architectures. ICPP Workshops (2014)
A. Cristiano I. Malossi, Pablo J. Blanco, Paolo Crosetto, Simone Deparis, Alfio Quarteroni
Implicit Coupling of One-Dimensional and Three-Dimensional Blood Flow Models with Compliant Vessels. Multiscale Model. Simul. 11 (2) (2013)
Pablo J. Blanco, Simone Deparis, A. Cristiano I. Malossi
On the continuity of mean total normal stress in geometrical multiscale cardiovascular problems. J. Comput. Phys. 251 (2013)
Matteo Longoni, A. Cristiano I. Malossi, Alfio Quarteroni, Andrea Villa, Paolo Ruffo
An ALE-based numerical technique for modeling sedimentary basin evolution featuring layer deformations and faults. J. Comput. Phys. 230 (8) (2011)