With this function you can construct your weekly calendar of lessons, which is customized on the basis of the courses that you intend to follow.
Warning: the personal schedule does not replace the presentation of the study plan! It's an informal tool that can help you better manage the organization of class attendance before the study plan presentation.
After the study plan presentation we recommend you to use the Lecture timetable service in your Online Services.
To create your customized schedule follow these instructions:
- Click on the "Enable" link to proceed. You will be asked your surname and first name in order to determine your alphabetic grouping.
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To add or remove courses from your personal schedule, use the small icons which are found next to the courses:
 addition of the course removal of the course selection of the section of the Laboratory of Architecture
(Note: the effective area in which the teaching will be carried out will be determined after the presentation of the Study Plans)
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The sidebar on the left displays the number of lessons included in schedule.
There are also these commands:
 View the schedule: allows the viewing of the weekly synoptic schedule Delete the schedule: cancels the selections made
When you have finished the entry, you can print the calendar you have made.
| Semester (Sem) | | 1 | First Semester | | 2 | Second Semester | | A | Annual course | | (1) | First Half-semester | | (2) | Second Half-semester |
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Language
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Course completely offered in italian
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Course completely offered in english
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Not available
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Note on the teaching activities
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The calculation of the number of students enrolled only considers students enrolled in the academic year in question and does not include any possible students who may be attending but who are enrolled in previous academic years.
In case of structured courses taught by more professors, the number of students enrolled is related to the individual professor module, while the students opinion of the teaching is related to the course as a whole.
The data related to the last academic years (number of students enrolled and students opinion of the teaching) have not yet been defined.
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Information on didactic, research and institutional assignments on this page are certified by the University; more information, prepared by the professor, are available on the personal web page and in the curriculum vitae indicated on this webpage.
| List of publications and reserach products for the year 2023 |
| No product yet registered in the year 2023 |
| List of publications and reserach products for the year 2022 (Show all details | Hide all details) |
| Type |
Title of the Publicaiton/Product |
| Contributions on scientific books |
| Author/s of the contributin |
Bonarini, Andrea; Alippi, Cesare; Colombetti, Marco; Amigoni, Francesco; Boracchi, Giacomo; Caglioti, Vincenzo; Gini, Giuseppina; Loiacono, Daniele; Matteucci, Matteo; Restelli, Marcello; Roveri, Manuel; Schiaffonati, Viola |
| Title of the book |
Le radici del futuro - Storie dal Politecnico di Milano (ISBN: 9788891650702) |
| Author/s of the book |
Adriano De Maio, cristina Treu |
| Publisher |
Maggioli editore |
| Pages |
225 - 236 |
| Item link |
http://hdl.handle.net/11311/1209073 |
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| Conference proceedings |
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Balancing Sample Efficiency and Suboptimality in Inverse Reinforcement Learning (Show >>)(Hide <<)
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| Author/s |
Damiani, Angelo; Manganini, Giorgio; Metelli, ALBERTO MARIA; Restelli, Marcello |
| Title of the convention |
39th International Conference on Machine Learning, (ICML) 2022 |
| Location of the convention |
Baltimore, US |
| Title of the review |
--
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| Pages |
4618 - 4629 |
| Item link |
http://hdl.handle.net/11311/1220029 |
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Goal-Directed Planning via Hindsight Experience Replay (Show >>)(Hide <<)
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| Author/s |
Moro, Lorenzo; Likmeta, Amarildo; Prati, Enrico; Restelli, Marcello |
| Title of the convention |
International Conference on Learning Representations |
| Location of the convention |
Virtual Conference |
| Title of the review |
--
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| Pages |
1 - 16 |
| Item link |
http://hdl.handle.net/11311/1219889 |
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Lifelong Hyper-Policy Optimization with Multiple Importance Sampling Regularization (Show >>)(Hide <<)
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| Author/s |
Liotet, Pierre; Vidaich, Francesco; Metelli, Alberto Maria; Restelli, Marcello |
| Title of the convention |
Thirty-Sixth AAAI Conference on Artificial Intelligence |
| Location of the convention |
Virtual Event |
| Title of the review |
--
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| Pages |
7525 - 7533 |
| Item link |
http://hdl.handle.net/11311/1220030 |
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| Author/s |
Metelli, ALBERTO MARIA; Trovo', Francesco; Pirola, Matteo; Restelli, Marcello |
| Title of the convention |
39th International Conference on Machine Learning, (ICML) 2022 |
| Location of the convention |
Baltimore, US |
| Title of the review |
--
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| Pages |
15421 - 15457 |
| Item link |
http://hdl.handle.net/11311/1220028 |
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Storehouse: a Reinforcement Learning Environment for Optimizing Warehouse Management (Show >>)(Hide <<)
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| Author/s |
Cestero, J.; Quartulli, M.; Metelli, A. M.; Restelli, M. |
| Title of the convention |
2022 International Joint Conference on Neural Networks (IJCNN) |
| Location of the convention |
Padua, Italy |
| Title of the review |
--
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| Pages |
1 - 9 |
| Item link |
http://hdl.handle.net/11311/1223247 |
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| Journal Articles |
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Machine Learning Using Real-World and Translational Data to Improve Treatment Selection for NSCLC Patients Treated with Immunotherapy (Show >>)(Hide <<)
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| Author/s |
Prelaj, Arsela; Boeri, Mattia; Robuschi, Alessandro; Ferrara, Roberto; Proto, Claudia; Lo Russo, Giuseppe; Galli, Giulia; De Toma, Alessandro; Brambilla, Marta; Occhipinti, Mario; Manglaviti, Sara; Beninato, Teresa; Bottiglieri, Achille; Massa, Giacomo; Zattarin, Emma; Gallucci, Rosaria; Galli, Edoardo Gregorio; Ganzinelli, Monica; Sozzi, Gabriella; de Braud, Filippo G M; Garassino, Marina Chiara; Restelli, Marcello; Pedrocchi, Alessandra Laura Giulia; Trovo', Francesco |
| Title of the review |
CANCERS (ISSN: 2072-6694) |
| Volume |
14 |
| Brochure |
2 |
| Pages |
1 - 16 |
| Item link |
http://hdl.handle.net/11311/1220882 |
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Online joint bid/daily budget optimization of Internet advertising campaigns (Show >>)(Hide <<)
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| Author/s |
Nuara, A.; Trovo, F.; Gatti, N.; Restelli, M. |
| Title of the review |
ARTIFICIAL INTELLIGENCE (ISSN: 0004-3702) |
| Volume |
305 |
| Brochure |
-- |
| Pages |
1 - 31 |
| Item link |
http://hdl.handle.net/11311/1203817 |
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| List of publications and reserach products for the year 2021 (Show all details | Hide all details) |
| Type |
Title of the Publicaiton/Product |
| Abstract in Rivista |
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Abstract PO-065: Artificial intelligence to improve selection for NSCLC patients treated with immunotherapy (Show >>)(Hide <<)
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| Author/s |
Prelaj, Arsela; Boeri, Mattia; Robuschi, Alessandro; Proto, Claudia; Russo, Giuseppe Lo; Ferrara, Roberto; Galli, Giulia; De Toma, Alessandro; Brambilla, Marta; Occhipinti, Mario; Manglaviti, Sara; Labianca, Alice; Beninato, Teresa; Bini, Marta; Mensah, Mavis; Ganzinelli, Monica; Zilembo, Nicoletta; de Braud, Filippo; Sozzi, Gabriella; Restelli, Marcello; Pedrocchi, Alessandra; Garassino, Marina Chiara; Trovo, Francesco |
| Title of the review |
CLINICAL CANCER RESEARCH (ISSN: 1557-3265) |
| Pages |
PO-065 |
| Item link |
http://hdl.handle.net/11311/1170819 |
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| Abstract in Atti di convegno |
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Advancing drought monitoring via feature extraction (Show >>)(Hide <<)
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| Author/s |
Giuliani, M.; Metelli, A. M.; Restelli, M.; Castelletti, A. |
| Title of the book |
American Geophysical Union (AGU) Fall Meeting Abstracts |
| Title of the convention |
AGU Fall Meeting 2021 |
| Location of the convention |
New Orleans, LA & online |
| Period of the convention |
13/12/2021 - 17/12/2021 |
| Item link |
http://hdl.handle.net/11311/1209039 |
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The Human Nasal Cavity: Towards the Optimal Surgery with CFD and Machine Learning (Show >>)(Hide <<)
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| Author/s |
Schillaci, A.; Butera, L.; Romani, G.; Pipolo, C.; Felisati, G.; Restelli, M.; Boracchi, G.; Quadrio, M. |
| Title of the book |
25th International Congress of Theoretical and Applied Mechanics (XXV ICTAM) |
| Title of the convention |
25th International Congress of Theoretical and Applied Mechanics (XXV ICTAM) |
| Location of the convention |
Virtual Congress |
| Period of the convention |
Aug. 22-27, 2021 |
| Item link |
http://hdl.handle.net/11311/1185037 |
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| Patents |
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Metodo implementato mediante computer per compilazione quantistica in tempo reale basato su intelligenza artificiale (Show >>)(Hide <<)
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| Author/s |
Prati, E.; Moro, L.; Restelli, M. |
| Patent owner |
Politecnico di Milano, CONSIGLIO NAZIONALE DELLE RICERCHE |
| Patent number |
102021000006179 |
| Item link |
http://hdl.handle.net/11311/1214164 |
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| Conference proceedings |
| Author/s |
BERNASCONI de LUCA, Martino; Vittori, E.; Trovo', F.; Restelli, M. |
| Title of the convention |
European Conference on Machine Learning |
| Location of the convention |
Bilbao |
| Title of the review |
--
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| Pages |
19 - 34 |
| Item link |
http://hdl.handle.net/11311/1183563 |
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Exploiting History Data for Nonstationary Multi-armed Bandit (Show >>)(Hide <<)
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| Author/s |
Re, Gerlando; Chiusano, F.; Trovo', Francesco; Carrera, D.; Boracchi, G.; Restelli, M. |
| Title of the convention |
European Conference on Machine Learning |
| Location of the convention |
Virtuale |
| Title of the review |
--
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| Pages |
51 - 66 |
| Item link |
http://hdl.handle.net/11311/1203790 |
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Inferring Functional Properties from Fluid Dynamics Features (Show >>)(Hide <<)
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| Author/s |
Schillaci, A.; Quadrio, M.; Pipolo, C.; Restelli, M.; Boracchi, G. |
| Title of the convention |
25th International Conference on Pattern Recognition (ICPR) |
| Location of the convention |
Milan, Italy |
| Period of the convention |
Jan 10-15, 2021 |
| Title of the review |
--
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| Pages |
4091 - 4098 |
| Item link |
http://hdl.handle.net/11311/1158431 |
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Learning FX trading strategies with FQI and persistent actions (Show >>)(Hide <<)
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| Author/s |
Riva, Antonio; Bisi, Lorenzo; Liotet, PIERRE ETIENNE VALENTIN; Sabbioni, Luca; Vittori, Edoardo; Pinciroli, Marco; Trapletti, Michele; Restelli, Marcello |
| Title of the convention |
ACM International Conference on AI in Finance |
| Location of the convention |
Virtual |
| Title of the review |
--
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| Pages |
1 - 9 |
| Item link |
http://hdl.handle.net/11311/1220637 |
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Learning a Belief Representation for Delayed Reinforcement Learning (Show >>)(Hide <<)
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| Author/s |
Liotet, P.; Venneri, E.; Restelli, M. |
| Title of the convention |
2021 International Joint Conference on Neural Networks, IJCNN 2021 |
| Location of the convention |
chn |
| Period of the convention |
2021 |
| Title of the review |
--
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| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1208256 |
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Learning in Non-Cooperative Configurable Markov Decision Processes (Show >>)(Hide <<)
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| Author/s |
Ramponi, Giorgia; Metelli, ALBERTO MARIA; Concetti, Alessandro; Restelli, Marcello |
| Title of the convention |
Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021) |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
22808 - 22821 |
| Item link |
http://hdl.handle.net/11311/1208813 |
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Leveraging Good Representations in Linear Contextual Bandits (Show >>)(Hide <<)
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| Author/s |
Papini, Matteo; Tirinzoni, Andrea; Restelli, Marcello; Lazaric, Alessandro; Pirotta, Matteo |
| Title of the convention |
38th International Conference on Machine Learning, (ICML) 2021 |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
8371 - 8380 |
| Item link |
http://hdl.handle.net/11311/1208272 |
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Meta-Reinforcement Learning by Tracking Task Non-stationarity (Show >>)(Hide <<)
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| Author/s |
Poiani, R.; Tirinzoni, A.; Restelli, M. |
| Title of the convention |
30th International Joint Conference on Artificial Intelligence, IJCAI 2021 |
| Location of the convention |
can |
| Period of the convention |
2021 |
| Title of the review |
IJCAI (ISSN: 1045-0823)
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| Pages |
2899 - 2905 |
| Item link |
http://hdl.handle.net/11311/1207855 |
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Newton Optimization on Helmholtz Decomposition for Continuous Games (Show >>)(Hide <<)
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| Author/s |
Ramponi, G.; Restelli, M. |
| Title of the convention |
Thirty-Fifth {AAAI} Conference on Artificial Intelligence |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
11325 - 11333 |
| Item link |
http://hdl.handle.net/11311/1207965 |
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Policy Optimization as Online Learning with Mediator Feedback (Show >>)(Hide <<)
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| Author/s |
Metelli, ALBERTO MARIA; Papini, Matteo; D'Oro, Pierluca; Restelli, Marcello |
| Title of the convention |
Thirty-Fifth {AAAI} Conference on Artificial Intelligence |
| Location of the convention |
Online |
| Title of the review |
--
|
| Pages |
8958 - 8966 |
| Item link |
http://hdl.handle.net/11311/1208263 |
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Provably Efficient Learning of Transferable Rewards (Show >>)(Hide <<)
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| Author/s |
Metelli, ALBERTO MARIA; Ramponi, Giorgia; Concetti, Alessandro; Restelli, Marcello |
| Title of the convention |
38th International Conference on Machine Learning, (ICML) 2021 |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
7665 - 7676 |
| Item link |
http://hdl.handle.net/11311/1208268 |
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Subgaussian and Differentiable Importance Sampling for Off-Policy Evaluation and Learning (Show >>)(Hide <<)
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| Author/s |
Metelli, ALBERTO MARIA; Russo, Alessio; Restelli, Marcello |
| Title of the convention |
Thirty-fifth Conference on Neural Information Processing Systems (NeurIPS 2021) |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
8119 - 8132 |
| Item link |
http://hdl.handle.net/11311/1208812 |
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Task-Agnostic Exploration via Policy Gradient of a Non-Parametric State Entropy Estimate (Show >>)(Hide <<)
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| Author/s |
Mutti, Mirco; Pratissoli, Lorenzo; Restelli, Marcello |
| Title of the convention |
Thirty-Fifth {AAAI} Conference on Artificial Intelligence |
| Location of the convention |
Online |
| Title of the review |
--
|
| Pages |
9028 - 9036 |
| Item link |
http://hdl.handle.net/11311/1208265 |
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Time-Variant Variational Transfer for Value Functions (Show >>)(Hide <<)
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| Author/s |
Canonaco, G.; Soprani, A.; Giuliani, M.; Castelletti, A.; Roveri, M.; Restelli, M. |
| Title of the convention |
37th Conference on Uncertainty in Artificial Intelligence, UAI 2021 |
| Location of the convention |
Online |
| Period of the convention |
2021 |
| Title of the review |
--
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| Pages |
876 - 886 |
| Item link |
http://hdl.handle.net/11311/1208258 |
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| Journal Articles |
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A voltage dynamic-based state of charge estimation method for batteries storage systems (Show >>)(Hide <<)
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| Author/s |
Mussi, M.; Pellegrino, L.; Restelli, M.; Trovò, Francesco |
| Title of the review |
JOURNAL OF ENERGY STORAGE (ISSN: 2352-152X) |
| Volume |
44 |
| Brochure |
-- |
| Pages |
1 - 10 |
| Item link |
http://hdl.handle.net/11311/1208255 |
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Data-driven indicators for the detection and prediction of stuck-pipe events in oil&gas drilling operations (Show >>)(Hide <<)
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| Author/s |
Brankovic, A.; Matteucci, M.; Restelli, M.; Ferrarini, L.; Piroddi, L.; Spelta, A.; Zausa, F. |
| Title of the review |
UPSTREAM OIL AND GAS TECHNOLOGY (ISSN: 2666-2604) |
| Volume |
7 |
| Brochure |
-- |
| Pages |
1 - 11 |
| Item link |
http://hdl.handle.net/11311/1204223 |
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Dealing with multiple experts and non-stationarity in inverse reinforcement learning: an application to real-life problems (Show >>)(Hide <<)
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| Author/s |
Likmeta, A.; Metelli, A. M.; Ramponi, G.; Tirinzoni, A.; Giuliani, M.; Restelli, M. |
| Title of the review |
MACHINE LEARNING (ISSN: 0885-6125) |
| Volume |
110 |
| Brochure |
9 |
| Pages |
2541 - 2576 |
| Item link |
http://hdl.handle.net/11311/1169636 |
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Gaussian approximation for bias reduction in Q-learning (Show >>)(Hide <<)
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| Author/s |
D'Eramo, C.; Cini, A.; Nuara, A.; Pirotta, M.; Alippi, C.; Peters, J.; Restelli, M. |
| Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1532-4435) |
| Volume |
22 |
| Brochure |
-- |
| Pages |
1 - 51 |
| Item link |
http://hdl.handle.net/11311/1207856 |
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MushroomRL: Simplifying Reinforcement Learning Research (Show >>)(Hide <<)
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| Author/s |
D'Eramo, C; Tateo, D; Bonarini, A; Restelli, M; Peters, J |
| Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1532-4435) |
| Volume |
22 |
| Brochure |
-- |
| Pages |
1 - 5 |
| Item link |
http://hdl.handle.net/11311/1184464 |
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Policy space identification in configurable environments (Show >>)(Hide <<)
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| Author/s |
Metelli, A. M.; Manneschi, G.; Restelli, M. |
| Title of the review |
MACHINE LEARNING (ISSN: 0885-6125) |
| Volume |
1 |
| Brochure |
-- |
| Pages |
1 - 53 |
| Item link |
http://hdl.handle.net/11311/1184498 |
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| Author/s |
Moro, Lorenzo; Paris, Matteo G. A.; Restelli, Marcello; Prati, Enrico |
| Title of the review |
COMMUNICATIONS PHYSICS (ISSN: 2399-3650) |
| Volume |
4 |
| Brochure |
1 |
| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1182086 |
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Safe policy iteration: A monotonically improving approximate policy iteration approach (Show >>)(Hide <<)
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| Author/s |
Metelli, A. M.; Pirotta, M.; Calandriello, D.; Restelli, M. |
| Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1532-4435) |
| Volume |
22 |
| Brochure |
-- |
| Pages |
1 - 83 |
| Item link |
http://hdl.handle.net/11311/1177647 |
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| List of publications and reserach products for the year 2020 (Show all details | Hide all details) |
| Type |
Title of the Publicaiton/Product |
| Conference proceedings |
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A Data-Based Approach for the Prediction of Stuck-Pipe Events in Oil Drilling Operations (Show >>)(Hide <<)
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| Author/s |
Brankovic, Aida; Matteucci, Matteo; Restelli, Marcello; Ferrarini, Luca; Piroddi, Luigi; Spelta, Andrea; Zausa, Fabrizio |
| Title of the convention |
Abu Dhabi International Petroleum Exhibition & Conference |
| Location of the convention |
Abu Dhabi, Emirati Arabi Uniti |
| Period of the convention |
9/11/2020 - 12/11/2020 |
| Title of the review |
--
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| Pages |
1 - 10 |
| Item link |
http://hdl.handle.net/11311/1169013 |
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A Novel Confidence-Based Algorithm for Structured Bandits (Show >>)(Hide <<)
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| Author/s |
Tirinzoni, Andrea; Lazaric, Alessandro; Restelli, Marcello |
| Title of the convention |
International Conference on Artificial Intelligence and Statistics |
| Location of the convention |
Palermo, Italy |
| Title of the review |
--
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| Pages |
3175 - 3185 |
| Item link |
http://hdl.handle.net/11311/1147501 |
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An Asymptotically Optimal Primal-Dual Incremental Algorithm for Contextual Linear Bandits (Show >>)(Hide <<)
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| Author/s |
Tirinzoni, Andrea; Pirotta, Matteo; Restelli, Marcello; Lazaric, Alessandro |
| Title of the convention |
Advances in Neural Information Processing Systems 33 (NeurIPS 2020) |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
1 - 11 |
| Item link |
http://hdl.handle.net/11311/1167116 |
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An Intrinsically-Motivated Approach for Learning Highly Exploring
and Fast Mixing Policies (Show >>)(Hide <<)
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| Author/s |
Mutti, M.; Restelli, M. |
| Title of the convention |
The Thirty-Fourth AAAI Conference on Artificial Intelligence |
| Location of the convention |
New York, NY, USA |
| Title of the review |
--
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| Pages |
5232 - 5239 |
| Item link |
http://hdl.handle.net/11311/1153780 |
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Balancing Learning Speed and Stability in Policy Gradient via Adaptive Exploration (Show >>)(Hide <<)
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| Author/s |
Papini, M.; Battistello, A.; Restelli, M. |
| Title of the convention |
The 23rd International Conference on Artificial Intelligence and Statistics |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
1188 - 1199 |
| Item link |
http://hdl.handle.net/11311/1153790 |
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Control Frequency Adaptation via Action Persistence in Batch Reinforcement Learning (Show >>)(Hide <<)
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| Author/s |
Metelli, ALBERTO MARIA; Mazzolini, Flavio; Bisi, Lorenzo; Sabbioni, Luca; Restelli, Marcello |
| Title of the convention |
International Conference on Machine Learning |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
6862 - 6873 |
| Item link |
http://hdl.handle.net/11311/1162130 |
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Dealing with Transaction Costs in Portfolio Optimization: Online Gradient Descent with Momentum (Show >>)(Hide <<)
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| Author/s |
Vittori, E; BERNASCONI de LUCA, Martino; Trovo', Francesco; Restelli, M |
| Title of the convention |
ICAIF 2020 - 1st ACM International Conference on AI in Finance |
| Location of the convention |
Virtual Conference |
| Period of the convention |
15 through 16 October 2020 |
| Title of the review |
--
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| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1151569 |
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Driving exploration by maximum distribution in gaussian process bandits (Show >>)(Hide <<)
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| Author/s |
Nuara, A.; Trovò, F.; Crippa, D.; Gatti, N; Restelli, M. |
| Title of the convention |
International Conference on Autonomous Agents and MultiAgent Systems |
| Location of the convention |
Auckland, New Zealand |
| Title of the review |
--
|
| Pages |
948 - 956 |
| Item link |
http://hdl.handle.net/11311/1146351 |
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Fast direct calibration of interest rate derivatives pricing models (Show >>)(Hide <<)
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| Author/s |
Sabbioni, L.; Restelli, M.; Prampolini, A. |
| Title of the convention |
1st ACM International Conference on AI in Finance, ICAIF 2020 |
| Location of the convention |
usa |
| Period of the convention |
2020 |
| Title of the review |
--
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| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1208231 |
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Foreign exchange trading: A risk-averse batch reinforcement learning approach (Show >>)(Hide <<)
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| Author/s |
Bisi, L.; Liotet, P.; Sabbioni, L.; Reho, G.; Montali, N.; Restelli, M.; Corno, C. |
| Title of the convention |
1st ACM International Conference on AI in Finance, ICAIF 2020 |
| Location of the convention |
usa |
| Period of the convention |
2020 |
| Title of the review |
--
|
| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1208233 |
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| Author/s |
D'Oro, Pierluca; Metelli, ALBERTO MARIA; Tirinzoni, Andrea; Papini, Matteo; Restelli, Marcello |
| Title of the convention |
34th AAAI Conference on Artificial Intelligence, AAAI 2020 |
| Location of the convention |
New York |
| Title of the review |
--
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| Pages |
3801 - 3808 |
| Item link |
http://hdl.handle.net/11311/1145926 |
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Inverse Reinforcement Learning from a Gradient-based Learner (Show >>)(Hide <<)
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| Author/s |
Ramponi, Giorgia; Drappo, Gianluca; Restelli, Marcello |
| Title of the convention |
Advances in Neural Information Processing Systems 33 (NeurIPS 2020) |
| Location of the convention |
Online |
| Period of the convention |
December 6-12, 2020 |
| Title of the review |
--
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| Pages |
1 - 11 |
| Item link |
http://hdl.handle.net/11311/1167115 |
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Model-Free Non-Stationarity Detection and Adaptation in Reinforcement Learning (Show >>)(Hide <<)
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| Author/s |
Canonaco, Giuseppe; Restelli, Marcello; Roveri, Manuel |
| Title of the convention |
European Conference on Artificial Intelligence |
| Location of the convention |
Santiago de Compostela |
| Title of the review |
--
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| Pages |
1047 - 1054 |
| Item link |
http://hdl.handle.net/11311/1146220 |
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Option Hedging with Risk Averse Reinforcement Learning (Show >>)(Hide <<)
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| Author/s |
Vittori, E.; Trapletti, M.; Restelli, M. |
| Title of the convention |
ACM International Conference on AI in Finance |
| Location of the convention |
Virtual Conference |
| Title of the review |
--
|
| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1151832 |
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Risk-Averse Trust Region Optimization for Reward-Volatility Reduction (Show >>)(Hide <<)
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| Author/s |
Bisi, L.; Sabbioni, L.; Vittori, E.; Papini, M.; Restelli, M. |
| Title of the convention |
29th International Joint Conference on Artificial Intelligence, IJCAI 2020 |
| Location of the convention |
Japan (online) |
| Title of the review |
--
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| Pages |
4583 - 4589 |
| Item link |
http://hdl.handle.net/11311/1146332 |
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Sequential Transfer in Reinforcement Learning with a Generative Model (Show >>)(Hide <<)
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| Author/s |
Tirinzoni, Andrea; Poiani, Riccardo; Restelli, Marcello |
| Title of the convention |
37th International Conference on Machine Learning, (ICML) 2020 |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
9481 - 9492 |
| Item link |
http://hdl.handle.net/11311/1167118 |
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Sharing Knowledge in Multi-Task Deep Reinforcement Learning (Show >>)(Hide <<)
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| Author/s |
D'Eramo, C.; Tateo, D.; Bonarini, A.; Restelli, M.; Peters, J. |
| Title of the convention |
8th International Conference on Learning Representations |
| Location of the convention |
Online |
| Title of the review |
--
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| Pages |
1 - 11 |
| Item link |
http://hdl.handle.net/11311/1153792 |
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Truly Batch Model-Free Inverse Reinforcement Learning about Multiple Intentions (Show >>)(Hide <<)
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| Author/s |
Ramponi, Giorgia; Likmeta, Amarildo; Metelli, ALBERTO MARIA; Tirinzoni, Andrea; Restelli, Marcello |
| Title of the convention |
International Conference on Artificial Intelligence and Statistics |
| Location of the convention |
Online [Palermo, Sicily, Italy] |
| Title of the review |
--
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| Pages |
2359 - 2369 |
| Item link |
http://hdl.handle.net/11311/1145927 |
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| Journal Articles |
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Combining reinforcement learning with rule-based controllers for transparent and general decision-making in autonomous driving (Show >>)(Hide <<)
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| Author/s |
Likmeta, Amarildo; Metelli, ALBERTO MARIA; Tirinzoni, Andrea; Giol, Riccardo; Restelli, Marcello; Romano, Danilo |
| Title of the review |
ROBOTICS AND AUTONOMOUS SYSTEMS (ISSN: 0921-8890) |
| Volume |
131 |
| Brochure |
-- |
| Pages |
103568 |
| Item link |
http://hdl.handle.net/11311/1145928 |
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Importance Sampling Techniques for Policy Optimization (Show >>)(Hide <<)
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| Author/s |
Metelli, ALBERTO MARIA; Papini, Matteo; Montali, Nico; Restelli, Marcello |
| Title of the review |
JOURNAL OF MACHINE LEARNING RESEARCH (ISSN: 1532-4435) |
| Volume |
21 |
| Brochure |
-- |
| Pages |
1 - 75 |
| Item link |
http://hdl.handle.net/11311/1145929 |
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On the use of the policy gradient and Hessian in inverse reinforcement learning (Show >>)(Hide <<)
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| Author/s |
Metelli, A. M.; Pirotta, M.; Restelli, M. |
| Title of the review |
INTELLIGENZA ARTIFICIALE (ISSN: 1724-8035) |
| Volume |
14 |
| Brochure |
1 |
| Pages |
91 - 124 |
| Item link |
http://hdl.handle.net/11311/1150799 |
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Sliding-Window Thompson Sampling for Non-Stationary Settings (Show >>)(Hide <<)
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| Author/s |
Trovo, Francesco; Paladino, Stefano; Restelli, Marcello; Gatti, Nicola |
| Title of the review |
THE JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH (ISSN: 1076-9757) |
| Volume |
68 |
| Brochure |
-- |
| Pages |
311 - 364 |
| Item link |
http://hdl.handle.net/11311/1143119 |
|
| List of publications and reserach products for the year 2019 (Show all details | Hide all details) |
| Type |
Title of the Publicaiton/Product |
| Conference proceedings |
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Dealing with interdependencies and uncertainty in multi-channel advertising campaigns optimization (Show >>)(Hide <<)
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| Author/s |
Nuara, A.; Zaccardi, M. C.; Sosio, N.; Gatti, N.; Trovo, F.; Restelli, M. |
| Title of the convention |
2019 World Wide Web Conference, WWW 2019 |
| Location of the convention |
usa |
| Period of the convention |
2019 |
| Title of the review |
--
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| Pages |
1376 - 1386 |
| Item link |
http://hdl.handle.net/11311/1118929 |
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Exploiting Action-Value Uncertainty to Drive Exploration in Reinforcement Learning (Show >>)(Hide <<)
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| Author/s |
D'Eramo, Carlo; Cini, Andrea; Restelli, Marcello |
| Title of the convention |
International Joint Conference on Neural Networks |
| Location of the convention |
Budapest,Hungary |
| Title of the review |
--
|
| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1121459 |
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Exploration Driven by an Optimistic Bellman Equation (Show >>)(Hide <<)
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| Author/s |
Tosatto, Samuele; D'Eramo, Carlo; Pajarinen, Joni; Restelli, Marcello; Peters, Jan |
| Title of the convention |
International Joint Conference on Neural Networks |
| Location of the convention |
Budapest,Hungary |
| Title of the review |
--
|
| Pages |
1 - 8 |
| Item link |
http://hdl.handle.net/11311/1121460 |
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Feature Selection via Mutual Information: New Theoretical Insights (Show >>)(Hide <<)
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| Author/s |
Beraha, M.; Metelli, A. M.; Papini, M.; Tirinzoni, A.; Restelli, M. |
| Title of the convention |
2019 International Joint Conference on Neural Networks, IJCNN 2019 |
| Location of the convention |
hun |
| Period of the convention |
2019 |
| Title of the review |
--
|
| Pages |
1 - 9 |
| Item link |
http://hdl.handle.net/11311/1118807 |
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IDIL: Exploiting Interdependence to Optimize Multi-Channel Advertising Campaigns (Show >>)(Hide <<)
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| Author/s |
Nuara, Alessandro; Sosio, Nicola; Trovo', Francesco; Chiara Zaccardi, Maria; Gatti, Nicola; Restelli, Marcello |
| Title of the convention |
Games, Agents and Incentives Workshops |
| Location of the convention |
Montreal, Canada |
| Title of the review |
--
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| Pages |
1 - 9 |
| Item link |
http://hdl.handle.net/11311/1151759 |
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Optimistic Policy Optimization via Multiple Importance Sampling (Show >>)(Hide <<)
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| Author/s |
Papini, Matteo; Metelli, Alberto Maria; Lupo, Lorenzo; Restelli, Marcello |
| Title of the convention |
36th International Conference on Machine Learning |
| Location of the convention |
Long Beach, California, USA |
| Title of the review |
--
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| Pages |
4989 - 4999 |
| Item link |
http://hdl.handle.net/11311/1118822 |
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Propagating Uncertainty in Reinforcement Learning via Wasserstein Barycenters (Show >>)(Hide <<)
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| Author/s |
Metelli, ALBERTO MARIA; Likmeta, Amarildo; Restelli, Marcello |
| Title of the convention |
33rd Conference on Neural Information Processing Systems, NeurIPS 2019 |
| Location of the convention |
Vancouver |
| Title of the review |
--
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| Pages |
4335 - 4347 |
| Item link |
http://hdl.handle.net/11311/1121189 |
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Reinforcement Learning Based Control of Coherent Transport by Adiabatic Passage of Spin Qubits (Show >>)(Hide <<)
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| Author/s |
Porotti, Riccardo; Tamascelli, Dario; Restelli, Marcello; Prati, Enrico |
| Title of the convention |
9th International Workshop DICE2018: Spacetime - Matter - Quantum Mechanics |
| Location of the convention |
Castiglioncello, Italy |
| Title of the review |
JOURNAL OF PHYSICS. CONFERENCE SERIES (ISSN: 1742-6588)
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| Pages |
1 - 9 |
| Item link |
http://hdl.handle.net/11311/1121462 |
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Reinforcement Learning in Configurable Continuous Environments (Show >>)(Hide <<)
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| Author/s |
Metelli, ALBERTO MARIA; Ghelfi, Emanuele; Restelli, Marcello |
| Title of the convention |
International Conference on Machine Learning |
| Location of the convention |
Long Beach, CA |
| Title of the review |
--
|
| Pages |
4546 - 4555 |
| Item link |
http://hdl.handle.net/11311/1119794 |
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Transfer of Samples in Policy Search via Multiple Importance Sampling (Show >>)(Hide <<)
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| Author/s |
Tirinzoni, Andrea; Salvini, Mattia; Restelli, Marcello |
| Title of the convention |
International Conference on Machine Learning |
| Location of the convention |
Long Beach, California |
| Title of the review |
--
|
| Pages |
6264 - 6274 |
| Item link |
http://hdl.handle.net/11311/1121444 |
|
| Journal Articles |
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Coherent transport of quantum states by deep reinforcement learning (Show >>)(Hide <<)
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| Author/s |
Porotti, Riccardo; Tamascelli, Dario; Restelli, Marcello; Prati, Enrico |
| Title of the review |
COMMUNICATIONS PHYSICS (ISSN: 2399-3650) |
| Volume |
2 |
| Brochure |
61 |
| Pages |
1 - 9 |
| Item link |
http://hdl.handle.net/11311/1121461 |
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