CREF promotes original and high-impact lines of research, based on physical methods, but with a strong interdisciplinary character and in relation to the main problems of the modern knowledge society.
The CREF was born with a dual soul: a research centre and a historical museum. Its aim is to preserve and disseminate the memory of Enrico Fermi and to promote the dissemination and communication of scientific culture.
Higher education and projects for young researchers
Our environment and societies are undergoing major structural changes, in particular due to climate change, globalisation and digitalisation. This rapid series of changes threatens our security and that of our planet. The recent pandemic has exacerbated existing challenges and highlighted the urgency of radically rethinking the way we live: from the organisation of our societies and cities to the relationship between urban and rural areas, from our production systems to the breaking of ecological boundaries. The current crisis has done even more: it has suddenly catapulted us into an alternative reality in which we can experiment with new balances and new solutions for organising our lives: from work to school to leisure. Although the path to planetary security is not yet visible, it is clear that the current crisis will permanently change our habits and our lives at the deepest level. In this context, it is essential to bridge the wide gap between science on the one hand and decision-makers and social and economic partners on the other, in order to find and identify new, timely and convincing solutions that integrate technology and creative thinking.
The combination of a public institution and a research institute, embedded in a corporate environment, makes the Joint Initiative CREFSony (hereafter JICS) unique. The agreement aims to drive innovation and achieve the Sustainable Development Goals (SDGs) by laying the foundations for a new research entity that combines science, art, public engagement and business in a unique conceptual space. Specifically, CREF and Sony CSL agreed to work on three joint projects:
Sustainable cities The inevitable changes that our cities are undergoing require intelligent and strategic thinking in order to achieve the Sustainable Development Goals (SDGs). To address these challenges, this project aims to i) assess the situation of urban environments in terms of quality of public transport, inclusiveness and economic activities, ii) design and test scenarios for urban environments and socio-economic challenges, iii) develop metrics and visualisations, modelling tools and artificial intelligence tools that could be adopted by institutional bodies and policy makers around the world to plan local interventions and redesign urban structures.
Disinformation and Social Dialogue (Infosphere) In this area, the JICS aims to improve the health of information dynamics in democratic societies along the following axes: (i) providing deeper knowledge of the dynamics of information demand and supply in the news ecosystem to minimise misinformation and reduce polarisation phenomena; (ii) developing new recommendation systems, new reputation mechanisms to restore trust in the information system; (iii) creating innovative, science-based policies for governments, authorities and stakeholders in the news ecosystem.
AI and Machine Learning for Innovation (Augmented Creativity) JICS aims to explore the interactions between HI Human Intelligence and AI Artificial Intelligence to foster the emergence of what we could define as “Augmented Creativity”, i.e. human creativity supported by new AI tools. The synthesis between HI and AI created by Augmented Creativity opens up new scenarios for developing new ideas and technologies to improve humanity and find sustainable solutions to current societal challenges. The side effect of this process, which is still in its infancy, will also be a global rethinking of what we now call Artificial Intelligence, with the ultimate goal of encouraging the birth of a new generation of artificially intelligent agents capable of supporting human cognitive enterprises.
15 minute city
The idea of a neighbourhood city is interesting from a green transition perspective. Less commuting means less emissions and a better quality of life. In this context, the JICS initiative aims to provide tools to assess the state of our cities and to design and validate new development scenarios. JICS has already improved and developed the Cities in 15 Minutes platform
(http://whatif.cslparis.com/15mincity/), originally conceived and promoted by the CSL of Paris. The platform, which is available online free of charge, is constantly being updated with new cities and features.
Fitness and urban economy.
JICS aims to assess the accessibility and mobility of different areas of a city using the Fitness and Complexity framework. This framework, developed to assess the fitness competitiveness and complexity of products exported by countries, is adapted to analyse the fitness landscape of different cities, dividing them into sectors and linking each sector to all the different types of POIs located within it internally. The main objective is to compare the results of the fitness and complexity technique with other urban indicators such as accessibility, mobility flows and housing prices. This will provide a more complete tool for quantifying inequality and segregation in cities. Another activity aims to investigate how the technological content of patents characterises the development of metropolitan areas and how innovation is related to GDP per capita.
A smart city project
CREF and Sony CSL, in collaboration with Sony Semiconductor Solutions SSS, have launched an ongoing project to apply cutting-edge computer vision technologies in an urban context. The POC launched uses the new Sony IMX500 smart sensor. The main activities planned so far, in collaboration with public bodies (the Municipality of Rome, the Municipal Public Transport Company, etc.) and private companies (Envision, Artificially, etc.), are (i) forecasting public transport passenger loads in order to promote more sustainable, efficient and safe travel; (ii) assessing the safety of intersections based on various factors (number of vehicles, their speed, promiscuity between vulnerable subjects (pedestrians, cyclists, etc.) and heavy vehicles), with obvious implications in terms of safety and prevention.
Misinformation and Social Dialogue (Infosphere)
Dynamics of the Information Ecosystem
Recent evidence (see Gravino et al, Nat Hum Behav 6, 10691078 2022 https://doi.org/10.1038/s41562022013533) shows that disinformation tends to flourish when the supply of information does not match the demand for information. JICS aims to explore this phenomenology further, first to improve our understanding of information system dynamics, and second to identify antidotes to misinformation propagation and increasing toxicity of social dialogue.
Structural discord and polarisation
Increasing polarisation is a major threat to social cohesion and dialogue. It is often associated with so-called “fake news”, although recent evidence shows that polarisation is generated by all types of news, fake or otherwise. JICS aims to explore the complexity of polarisation phenomena and their collective emergence from individual behaviour. The main objectives are: (i) develop a theory of polarisation that can indicate whether a population is at risk of conflict; (ii) develop new tools to achieve difficult trade-offs: promoting diversity of opinion by reducing online violence, suggesting relevant and personalised content while avoiding the creation of echo chambers, improving the reliability of online content without censoring free speech.
Sistemi di raccomandazione e dinamiche di opinione
Il ruolo dei sistemi di raccomandazione è ancora controverso all’interno della comunità scientifica. JICS si propone di definire e testare in una sola volta i tre ingredienti necessari per valutare e superare l’effetto “echo chamber”: nuove metriche per la diversità, nuovi modelli per i comportamenti degli utenti (comprese le dinamiche di opinione a lungo termine) e nuovi algoritmi di raccomandazione. In figura un’immagine di un recente esperimento sul ruolo dei sistemi di raccomandazione sulla nascita della polarizzazione).
AI and Machine Learning for Innovation (Augmented Creativity)
Non-stationary AI
Modern machine learning is based on the assumption of stationarity, i.e. that the parameters of the distributions associated with the training data remain unchanged over time. Although it is obvious that stationarity rarely occurs in real life, this is particularly true in creative processes, where novelty is a crucial ingredient that can lead to radical paradigm shifts in the reference system. Even the latest and most successful AI systems, such as ChatGPT, do not provide for the management of innovation dynamics. JICS will further develop a new method called Dreaming Learning, originally developed by Sony-CSL, to effectively incorporate spatio-temporal novelty into AI systems. JICS intends to deepen and extend this technique through a deeper theoretical understanding of non-equilibrium AI systems, and to apply this methodology to real-world problems.
Complessità urbana e arti performative Urban complexity and performing arts
A long literature on ‘invisible’ cities refers to aspects of cities that escape superficial quantitative analysis. However, there is a growing consensus that a more complete picture of cities would be key to addressing current challenges and improving quality of life. In this spirit, we might ask whether the arts, particularly the performing arts, can help us to capture all the different fingerprints and reveal the invisible character of cities. We imagine a fruitful fusion between data-driven representations of the city and the creative flow of artists to transform this data into tangible and meaningful expressions. In this framework, different cities could, for example, ‘sound’ or ‘dance’ differently depending on their specific fingerprints. The differences in the dynamic factors that describe urban areas will provide creative ideas to artists with the aim of stimulating awareness, strengthening individual responsibility and suggesting new healing actions.
Sapienza Univ. of Rome, Physics Dept. (Città sostenibili e Infosfera]
University of Roma 2 “Tor Vergata” (Città sostenibili e Infosfera]
University of Rome 3, Physics and Architecture (Città sostenibili]
University of Venice Ca’ Foscari (Città sostenibili]
IMT Lucca (Città sostenibili e Infosfera]
LUISS Business school and research centres (Creatività aumentata]
Complexity Science Hub Vienna CSHV (Sustainable Cities and Infosphere]
King’s College London (Città sostenibili e Creatività aumentata]
Univ. of Melbourne (Città sostenibili]
Camera di Commercio di Roma (https://www.rm.camcom.it/) Città sostenibili]
Città Metropolitana di Roma Capitale (Città sostenibili]
AGCOM (Infosfera]
Sony CSL Paris, Sony CSL Tokyo, Sony CSL Kyoto
Sony Semiconductor Solutions SSS, the small team of applied AI put together by SSS
at CREF, though originally not foreseen by the Joint Initiative, is serving the purpose of completing the pipeline from pure research to applications in the area of Sustainable Cities”. (Città sostenibili]
VOLOCOM( Infosfera]
ILAB (Creatività aumentata + Città sostenibili]
Aterballetto (https://www.aterballetto.it/) (Creatività aumentata]
MAXXI, Museum of the XXI century (Creatività aumentata]
Fernando Cobelo Artist) (Creatività aumentata]
CREF Luciano Pietronero
Sony CSL Vittorio Loreto
CREF Andrea Gabrielli, Fabio Saracco, Andrea Tacchella
Sony CSL Matteo Bruno, Alessandro Londei, Pietro Gravino
Angelica Sbardella
Sony researchers
Emanuele Brugnoli, Ruggiero Lo Sardo, Hygor Piaget Melo (Sony CSL Roma), Giulio Prevedello (CSL Paris), Martina Galletti (CSL Paris and Sapienza), Remi Van Trijp (CSL Paris)
Lorenzo Biferale GSSI, Giordano De Marzo (Sapienza), Francesco Marzolla (Sapienza), Giovanni Palermo (Sapienza), Lavinia Rossi-Mori (Roma Tor Vergata), Matteo Straccamore (Sapienza)
Sapienza: Bruno Campanelli
IMT Lucca: Tiziano Squartini
Univ. Roma Tor Vergata Giulio Cimini
G. Di Bona, E. Ubaldi, I. Iacopini, B. Monechi, V. Latora, V. Loreto, Socially-enhanced discovery processes, under review in Nature Communications (2023).
E. Brugnoli, R. Simone, M. Delmastro, Combining NLP techniques and statistical modeling to analyze gender gaps in the mediated personalization of politics, Under review to Social Science Computer Review (2022).
E. Brugnoli, M. Delmastro, Dynamics of (mis)information flow and engaging power of narratives, under review to PLoS ONE (2022), https://arxiv.org/abs/2207.12264
A. Galeazzi, A. Peruzzi, E. Brugnoli, M. Delmastro, F. Zollo,Unveiling the Hidden Agenda: Biases in News Reporting and Consumption, under review to PNAS (2022), https://arxiv.org/abs/2301.05961
EUSTARTS Repairing the present (luglio 2021-dicembre 2022, 2 artisti in residenza in collaborazione con il museo MAXXI Creatività Aumentata] EUSTARTS AIR (febbraio 2023, ottobre 2024, 2 artisti in residenza Creatività Aumentata]
EUVALAWAI, Value-Aware AI (ottobre 2022-settembre 2026, 1 post-doc per 2 anni che lavorerà nella linea di ricerca Infosfera Infosfera]
FRSCIENTIA (luglio 2022-giugno 2025, progetto finanziato dall’ANR francese sull’impatto dell’IA in tutte le altre discipline. 1 post-doc per 2 anni nell’ambito del JICS Creatività Aumentata]
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