Publications

Find here some of the latest EPFL research papers and conference papers on the various fields related to intelligent systems. 

Please note that (1) these lists show the five latest publications in each category, and that (2) neither the categories nor the lists are exhaustive. For more articles, please visit the portal EPFL InfoScience or contact our team at [email protected] 

Artificial Intelligence 

Error Resilient In-Memory Computing Architecture for CNN Inference on the Edge

M. A. Rios; F. Ponzina; G. Ansaloni; A. S. J. Levisse; D. Atienza Alonso 

2022-06-07. Great Lakes Symposium on VLSI 2022 (GLSVLSI ’22), Irvine, California, USA, June 6-8, 2022. DOI : 10.1145/3526241.3530351.

Exploring quantum perceptron and quantum neural network structures with a teacher-student scheme

A. Gratsea; P. Huembeli 

Quantum Machine Intelligence. 2022-06-01. Vol. 4, num. 1, p. 2. DOI : 10.1007/s42484-021-00058-6.

The physics of energy-based models

P. Huembeli; J. M. Arrazola; N. Killoran; M. Mohseni; P. Wittek 

Quantum Machine Intelligence. 2022-06-01. Vol. 4, num. 1, p. 1(2022). DOI : 10.1007/s42484-021-00057-7.

A smart sensor-data-driven optimization framework for improving the safety of excavation operations

A. Costa; Z-Z. Wang; S. H. Goh; I. F. C. Smith 

Expert Systems With Applications. 2022-05-01. Vol. 193, p. 116413. DOI : 10.1016/j.eswa.2021.116413.

DeepNC: Deep Generative Network Completion

C. Tran; W-Y. Shin; A. Spitz; M. Gertz 

Ieee Transactions On Pattern Analysis And Machine Intelligence. 2022-04-01. Vol. 44, num. 4, p. 1837-1852. DOI : 10.1109/TPAMI.2020.3032286.

Computer Vision

Augmented-reality-assisted timber drilling with smart retrofitted tools

A. Settimi; J. Gamerro; Y. Weinand 

Automation in Construction. 2022-04-29. Vol. 139, p. 104272. DOI : 10.1016/j.autcon.2022.104272.

Cockroach: an open-source tool for point cloud processing in cad

A. Settimi; P. Vestartas; J. Gamerro; Y. Weinand 

2022-04-09. CAADRIA 2022 POST-CARBON, Sydney, Australia, April 9-12, 2022. p. 325-334.

Cortical ensembles orchestrate social competition through hypothalamic outputs

N. Padilla-Coreano; K. Batra; M. Patarino; Z. Chen; R. R. Rock et al. 

Nature. 2022-03-24. Vol. 603, num. 7902, p. 667-+. DOI : 10.1038/s41586-022-04507-5.

Impulsive noise removal via a blind CNN enhanced by an iterative post-processing

S. Sadrizadeh; H. Otroshi-Shahreza; F. Marvasti 

Signal Processing. 2022-03-01. Vol. 192, p. 108378. DOI : 10.1016/j.sigpro.2021.108378.

Perspectives in machine learning for wildlife conservation

D. Tuia; B. Kellenberger; S. Beery; B. R. Costelloe; S. Zuffi et al. 

Nature Communications. 2022-02-09. Vol. 13, num. 1. DOI : 10.1038/s41467-022-27980-y.

Digital Twin

Development of a road bridge digital twin for simulating traffic loadings

P. Cattin 

2022-02-21.

Overcoming decision paralysis—A digital twin for decision making in energy system design

J. Granacher; T-V. Nguyen; R. Castro-Amoedo; F. Maréchal 

Applied Energy. 2022-01-15. Vol. 306, p. 117954. DOI : 10.1016/j.apenergy.2021.117954.

The emergence of cognitive digital twin: vision, challenges and opportunities

X. Zheng; J. Lu; D. Kiritsis 

International Journal Of Production Research. 2021-12-22. DOI : 10.1080/00207543.2021.2014591.

Scalable Bayesian optimization for model calibration: Case study on coupled building and HVAC dynamics

A. Chakrabarty; E. Maddalena; H. Qiao; C. Laughman 

Energy And Buildings. 2021-12-15. Vol. 253, p. 111460. DOI : 10.1016/j.enbuild.2021.111460.

Digital Twin-Enabled Decision Support Services in Industrial Ecosystems

J. Meierhofer; L. Schweiger; J. Lu; S. Zust; S. West et al. 

Applied Sciences-Basel. 2021-12-01. Vol. 11, num. 23, p. 11418. DOI : 10.3390/app112311418.

Intelligent Systems

Bayesian Automatic Relevance Determination for Utility Function Specification in Discrete Choice Models

F. Rodrigues; N. Ortelli; M. Bierlaire; F. C. Pereira 

Ieee Transactions On Intelligent Transportation Systems. 2022-04-01. Vol. 23, num. 4, p. 3126-3136. DOI : 10.1109/TITS.2020.3031965.

Hybrid Wireless-Local Communication via Information Propagation for Modular Robotic Synchronization Applications

K. Holdcroft; C. Belke; A. Sigrist; S. Bennani; J. Paik 

Advanced Intelligent Systems. 2022-03-19.  p. 2100226. DOI : 10.1002/aisy.202100226.

Locomotion of Sensor‐Integrated Soft Robotic Devices Inside Sub‐Millimeter Arteries with Impaired Flow Conditions

L. Pancaldi; L. Noseda; A. Dolev; A. Fanelli; D. Ghezzi et al. 

Advanced Intelligent Systems. 2022-02-25.  p. 2100247. DOI : 10.1002/aisy.202100247.

Guest Editorial of the FGCS Special Issue on Advances in Intelligent Systems for Online Education

G. Bonnin; D. Dessi; G. Fenu; M. Hlosta; M. Marras et al. 

Future Generation Computer Systems-The International Journal Of Escience. 2022-02-01. Vol. 127, p. 331-333. DOI : 10.1016/j.future.2021.09.022.

Enabling renewable Europe through optimal design and operation

A. Santecchia / F. Maréchal; I. D. Kantor (Dir.)  

Lausanne, EPFL, 2022. 

Machine Learning

Exploring quantum perceptron and quantum neural network structures with a teacher-student scheme

A. Gratsea; P. Huembeli 

Quantum Machine Intelligence. 2022-06-01. Vol. 4, num. 1, p. 2. DOI : 10.1007/s42484-021-00058-6.

The physics of energy-based models

P. Huembeli; J. M. Arrazola; N. Killoran; M. Mohseni; P. Wittek 

Quantum Machine Intelligence. 2022-06-01. Vol. 4, num. 1, p. 1(2022). DOI : 10.1007/s42484-021-00057-7.

Deep transfer learning of additive manufacturing mechanisms across materials in metal-based laser powder bed fusion process

V. Pandiyan; R. Drissi-Daoudi; S. Shevchik; G. Masinelli; Tri Le-Quang et al. 

Journal Of Materials Processing Technology. 2022-05-01. Vol. 303, p. 117531. DOI : 10.1016/j.jmatprotec.2022.117531.

Smart pooling: AI-powered COVID-19 informative group testing

M. Escobar; G. Jeanneret; L. Bravo-Sanchez; A. Castillo; C. Gomez et al. 

Scientific Reports. 2022-04-20. Vol. 12, num. 1, p. 6519. DOI : 10.1038/s41598-022-10128-9.

An occupant-centric control framework for balancing comfort, energy use and hygiene in hot water systems: A model-free reinforcement learning approach

A. Heidari; F. Marechal; D. Khovalyg 

Applied Energy. 2022-04-15. Vol. 312, p. 118833. DOI : 10.1016/j.apenergy.2022.118833.

Robotics

Unfreezing Social Navigation: Dynamical Systems based Compliance for Contact Control in Robot Navigation

D. F. Paez Granados; V. Gupta; A. Billard 

2022-05-23. IEEE International Conference on Robotics and Automation (ICRA), Philadelphia, PA, USA, May 23-27, 2022. p. 1-7.

Cockroach: an open-source tool for point cloud processing in cad

A. Settimi; P. Vestartas; J. Gamerro; Y. Weinand 

2022-04-09. CAADRIA 2022 POST-CARBON, Sydney, Australia, April 9-12, 2022. p. 325-334.

Unleashing Soft Modular Robots by Means of a Bio-inspired Connection Strategy

D. Zappetti; W. J. Stewart; M. Boutot; D. Floreano 

2022-04-04. International Conference on Soft Robotics (RoboSoft 2022), Edinburgh, Scotland, April 4-8, 2022.

3PAC: A Plug-and-Play System for Distributed Power Sharing and Communication in Modular Robots

K. A. Holdcroft; C. H. Belke; S. Bennani; J. Paik 

Ieee-Asme Transactions On Mechatronics. 2022-04-01. Vol. 27, num. 2, p. 858-867. DOI : 10.1109/TMECH.2021.3073538.

Control-oriented modeling and analysis of tubular dielectric elastomer actuators dedicated to cardiac assist devices

N. Liu; T. G. Martinez; A. M. Walter; Y. R. C. Civet; Y. Perriard 

IEEE Robotics and Automation Letters. 2022-04-01. Vol. 7, num. Issue 2, p. 4361-4367. DOI : 10.1109/LRA.2022.3148981.