Antonio Celani

Head of the Section
Head, Senior Research Scientist
Antonio Celani
Quantitative Life Sciences
+39 040 2240 4186
acelani@ictp.it
+39 040 2240 4186
acelani@ictp.it
SISSA-208
0000-0002-0339-1073

Antonio Celani

Antonio Celani is a statistical physicist working in Reinforcement Learning and the physics of behavior

Antonio Celani received his PhD at Politecnico di Torino, Italy in 1998. After post-doctoral fellowships at Max Planck Institute in Munich and at the Observatoire de la Côte d'Azur he became researcher for the French National Research Council (CNRS) in 2000. In 2007 he moved to the Institut Pasteur Paris as a research director where he started working at the interface between physics and biology. He joined ICTP in 2014 to contribute to the establishment of the Quantitative Life Sciences Section. He currently works on the theory of Reinforcement Learning and its applications to physics and biology.

Publications

Journal article
2023
Seeking and sharing information in collective olfactory search
Physical Biology (2023)
Emanuele Panizon | Antonio Celani
Journal article
2023
Optimal tracking strategies in a turbulent flow
Communications Physics (2023)
Chiara Calascibetta | Luca Biferale | Francesco Borra | Antonio Celani | Massimo Cencini
Journal article
2023
Olfactory search with finite-state controllers
Proceedings of the National Academy of Sciences (2023)
Kyrell Vann B. Verano | Emanuele Panizon | Antonio Celani
Journal article
2023
Optimal policies for Bayesian olfactory search in turbulent flows
Physical Review E (2023)
Heinonen, R.A. | Biferale, L. | Celani, A. | Vergassola, M.
Journal article
2023
Taming Lagrangian chaos with multi-objective reinforcement learning
European Physical Journal E (2023)
Calascibetta, C. | Biferale, L. | Borra, F. | Celani, A. | Cencini, M.
Preprint
2022
Optimal policies for Bayesian olfactory search in turbulent flows
Robin A. Heinonen | Luca Biferale | Antonio Celani | Massimo Vergassola
Journal article
2022
Reinforcement learning for pursuit and evasion of microswimmers at low Reynolds number
Physical Review Fluids (2022)
Borra, F. | Biferale, L. | Cencini, M. | Celani, A.
Journal article
2022
Sticky Issues in Turbulent Transport
Annales Henri Poincare (2022)
Celani, A. | Reddy, G. | Vergassola, M.
Preprint
2022
Optimizing Airborne Wind Energy with Reinforcement Learning
The European Physical Journal E (2022)
N. Orzan | C. Leone | A. Mazzolini | J. Oyero | A. Celani
Journal article
2021
Optimal collision avoidance in swarms of active Brownian particles
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT (2021)
Antonio Celani
Journal article
2020
OLFACTORY NAVIGATION Tempo is the key
ELIFE (2020)
Antonio Celani
Journal article
2020
Optimal navigation and behavioural traits in oceanic migrations
THEORETICAL ECOLOGY (2020)
Antonio Celani
Journal article
2020
Generosity, selfishness and exploitation as optimal greedy strategies
for resource sharing
JOURNAL OF THEORETICAL BIOLOGY (2020)
Antonio Celani
Preprint
2019
Collective olfactory search in a turbulent environment
PHYSICAL REVIEW E (2019)
Mihir Durve | Lorenzo Piro | Massimo Cencini | Luca Biferale | Antonio Celani
Preprint
2019
Learning to flock through reinforcement
PHYSICAL REVIEW E (2019)
Mihir Durve | Fernando Peruani | Antonio Celani
Journal article
2018
Smart inertial particles
PHYSICAL REVIEW FLUIDS (2018)
Antonio Celani
Journal article
2018
Exact and Efficient Sampling of Conditioned Walks
JOURNAL OF STATISTICAL PHYSICS (2018)
Antonio Celani
Journal article
2018
Exploring the function of bacterial chemotaxis
CURRENT OPINION IN MICROBIOLOGY (2018)
Antonio Celani
Journal article
2018
Glider soaring via reinforcement learning in the field
NATURE (2018)
Antonio Celani
Preprint
2018
Chemotaxis emerges as the optimal solution to cooperative search games
PHYSICAL REVIEW E (2018)
Alberto Pezzotta | Matteo Adorisio | Antonio Celani
Journal article
2017
Cell-size distribution in epithelial tissue formation and homeostasis
JOURNAL OF THE ROYAL SOCIETY INTERFACE (2017)
Antonio Celani
Journal article
2017
Finding efficient swimming strategies in a three-dimensional chaotic
flow by reinforcement learning
EUROPEAN PHYSICAL JOURNAL E (2017)
Antonio Celani
Journal article
2017
From conformational spread to allosteric and cooperative models of E.
coli flagellar motor
JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT (2017)
Antonio Celani
Journal article
2017
Multiple-scale stochastic processes: Decimation, averaging and beyond
PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS (2017)
Antonio Celani
Preprint
2017
Flow Navigation by Smart Microswimmers via Reinforcement Learning
PHYSICAL REVIEW LETTERS (2017)
Simona Colabrese | Kristian Gustavsson | Antonio Celani | Luca Biferale
Journal article
2016
Detecting Concentration Changes with Cooperative Receptors
JOURNAL OF STATISTICAL PHYSICS (2016)
Antonio Celani
Journal article
2016
Infomax Strategies for an Optimal Balance Between Exploration and
Exploitation
JOURNAL OF STATISTICAL PHYSICS (2016)
Antonio Celani
Journal article
2016
Learning to soar in turbulent environments
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF
AMERICA (2016)
Antonio Celani
Journal article
2016
On the evolution of particle-puffs in turbulence
EUROPEAN JOURNAL OF MECHANICS B-FLUIDS (2016)
Antonio Celani
Journal article
2016
The Role of Adaptation in Bacterial Speed Races
PLOS COMPUTATIONAL BIOLOGY (2016)
Antonio Celani

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