Public Databases

Refereed Journal Papers

8.

Rosa, Biagio La; Capobianco, Roberto; Nardi, Daniele

A self-interpretable module for deep image classification on small data Journal Article

In: Appl. Intell., vol. 53, no. 8, pp. 9115–9147, 2023.

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7.

Ocana, Jim Martin Catacora; Capobianco, Roberto; Nardi, Daniele

An Overview of Environmental Features that Impact Deep Reinforcement Learning in Sparse-Reward Domains Journal Article

In: J. Artif. Intell. Res., vol. 76, pp. 1181–1218, 2023.

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6.

Rosa, Biagio La; Blasilli, Graziano; Bourqui, Romain; Auber, David; Santucci, Giuseppe; Capobianco, Roberto; Bertini, Enrico; Giot, Romain; Angelini, Marco

State of the Art of Visual Analytics for eXplainable Deep Learning Journal Article

In: Comput. Graph. Forum, vol. 42, no. 1, pp. 319–355, 2023.

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5.

Wurman, Peter R.; Barrett, Samuel; Kawamoto, Kenta; MacGlashan, James; Subramanian, Kaushik; Walsh, Thomas J.; Capobianco, Roberto; Devlic, Alisa; Eckert, Franziska; Fuchs, Florian; Gilpin, Leilani; Kompella, Varun; Khandelwal, Piyush; Lin, HaoChih; MacAlpine, Patrick; Oller, Declan; Sherstan, Craig; Seno, Takuma; Thomure, Michael D.; Aghabozorgi, Houmehr; Barrett, Leon; Douglas, Rory; Whitehead, Dion; Duerr, Peter; Stone, Peter; Spranger, Michael; Kitano, Hiroaki

Outracing Champion Gran Turismo Drivers with Deep Reinforcement Learning Journal Article

In: Nature, vol. 62, iss. 7896, pp. 223–28, 2022.

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4.

Proia, Eleonora; Ragno, Alessio; Antonini, Lorenzo; Sabatino, Manuela; Mladenovič, Milan; Capobianco, Roberto; Ragno, Rino

Ligand-based and structure-based studies to develop predictive models for SARS-CoV-2 main protease inhibitors through the 3d-qsar. com portal Journal Article

In: Journal of Computer-Aided Molecular Design, pp. 1–23, 2022.

BibTeX

3.

Capobianco, Roberto; Kompella, Varun; Ault, James; Sharon, Guni; Jong, Stacy; Fox, Spencer; Meyers, Lauren; Wurman, Peter R.; Stone, Peter

Agent-Based Markov Modeling for Improved COVID-19 Mitigation Policies Journal Article

In: Journal of Artificial Intelligence Research (JAIR), vol. 71, pp. 953–992, 2020.

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2.

Riccio, Francesco; Capobianco, Roberto; Nardi, Daniele

LoOP: Iterative learning for optimistic planning on robots Journal Article

In: Robotics and Autonomous Systems, pp. 103693, 2020, ISSN: 0921-8890.

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1.

Gemignani, Guglielmo; Capobianco, Roberto; Bastianelli, Emanuele; Bloisi, Domenico; Iocchi, Luca; Nardi, Daniele

Living with Robots: Interactive Environmental Knowledge Acquisition Journal Article

In: Robotics and Autonomous Systems, vol. 78, pp. 1-16, 2016.

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Refereed Book Chapters

1.

Iocchi, Luca; Kraetzschmar, Gerhard K.; Nardi, Daniele; Lima, Pedro U; Miraldo, Pedro; Bastianelli, Emanuele; Capobianco, Roberto

RoCKIn@Home: Domestic Robots Challenge Book Section

In: RoCKIn - Benchmarking Through Robot Competitions, InTech, Rijeka, 2017, ISBN: 978-953-51-3374-2.

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Refereed Conference Papers

21.

Singh, Shrijit; Daftry, Shreyansh; Capobianco, Roberto

Planetary Environment Prediction Using Generative Modeling Book Chapter

In: AIAA SCITECH 2022 Forum, 2022.

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20.

Rosa, Biagio La; Capobianco, Roberto; Nardi, Daniele

A Discussion about Explainable Inference on Sequential Data via Memory-Tracking Proceedings Article

In: AIxIA 2021 Discussion Papers, pp. 33-44, CEUR Workshop Proceedings, 2021.

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19.

Makinwa, Sayo M; Rosa, Biagio La; Capobianco, Roberto

Detection Accuracy for Evaluating Compositional Explanations of Units Proceedings Article

In: The 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2021), 2021.

BibTeX

18.

Gallotta, Roberto; Capobianco, Roberto

Tafl-ES: Exploring Evolution Strategies for Asymmetrical Board Games Proceedings Article

In: The 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2021), 2021.

BibTeX

17.

Ocana, Jim Martin Catacora; Capobianco, Roberto; Nardi, Daniele

Exploration-Intensive Distractors: Two Environment Proposals and a Benchmarking Proceedings Article

In: The 20th International Conference of the Italian Association for Artificial Intelligence (AIxIA 2021), 2021.

BibTeX

16.

Sharon, Guni; Ault, James; Stone, Peter; Kompella, Varun; Capobianco, Roberto

Multiagent Epidemiologic Inference through Realtime Contact Tracing Proceedings Article

In: Proceedings of the 20th International Conference on Autonomous Agents and MultiAgent Systems (AAMAS 2021), International Foundation for Autonomous Agents and Multiagent Systems London, UK, 2021.

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15.

Rosa, Biagio La; Capobianco, Roberto; Nardi, Daniele

Explainable Inference on Sequential Data via Memory-Tracking Proceedings Article

In: Proceedings of the Twenty-Ninth International Joint Conference on Artificial Intelligence, {IJCAI-20}, pp. 2006–2013, International Joint Conferences on Artificial Intelligence Organization, 2020, (12.6% acceptance rate).

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14.

Riccio, Francesco; Capobianco, Roberto; Nardi, Daniele

GUESs: Generative modeling of Unknown Environments and Spatial Abstraction for Robots Proceedings Article

In: Proc. of the 19th International Conference on Autonomous Agents and Multiagent Systems (AAMAS), Auckland, New Zealand, 2020.

BibTeX

13.

Ocana, Jim Martin Catacora; Riccio, Francesco; Capobianco, Roberto; Nardi, Daniele

Cooperative multi-agent deep reinforcement learning in a 2 versus 2 free-kick task Proceedings Article

In: Robot World Cup, pp. 44–57, Springer 2019.

BibTeX

12.

Capobianco, Roberto; Riccio, Francesco; Nardi, Daniele

Hi-Val: Iterative Learning of Hierarchical Value Functions for Policy Generation Proceedings Article

In: Intelligent Autonomous Systems 15, 2018.

BibTeX

11.

Riccio, Francesco; Capobianco, Roberto; Nardi, Daniele

DOP: Deep Optimistic Planning with Approximate Value Function Evaluation Proceedings Article

In: Proceedings of the 2018 International Conference on Autonomous Agents and Multiagent Systems (AAMAS), 2018.

BibTeX

10.

Riccio, Francesco; Capobianco, Roberto; Nardi, Daniele

Q-CP: Learning Action Values for Cooperative Planning Proceedings Article

In: 2018 IEEE International Conference on Robotics and Automation (ICRA), 2018.

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9.

Riccio, Francesco; Capobianco, Roberto; Nardi, Daniele

Learning Human-Robot Handovers Through π-STAM: Policy Improvement With Spatio-Temporal Affordance Maps Proceedings Article

In: 2016 IEEE-RAS 16th International Conference on Humanoid Robots (Humanoids), pp. 857-863, 2016.

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8.

Venkatraman, Arun; Capobianco, Roberto; Pinto, Lerrel; Hebert, Martial; Nardi, Daniele; Bagnell, James A.

Improved Learning of Dynamics Models for Control Proceedings Article

In: The 15th International Symposium on Experimental Robotics (ISER-2016), 2016.

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7.

Sun, Wen; Capobianco, Roberto; Gordon, Geoff J.; Bagnell, James A.; Boots, Byron

Learning to Smooth with Bidirectional Predictive State Inference Machines Proceedings Article

In: Proceedings of the 32nd Conference on Uncertainty in Artificial Intelligence (UAI-2016), 2016.

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6.

Riccio, Francesco; Capobianco, Roberto; Nardi, Daniele

Using Monte Carlo Search With Data Aggregation to Improve Robot Soccer Policies Proceedings Article

In: Proceedings of the 20th International RoboCup Symposium, 2016.

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5.

Capobianco, Roberto; Serafin, Jacopo; Dichtl, Johann; Grisetti, Giorgio; Iocchi, Luca; Nardi, Daniele

A Proposal for Semantic Map Representation and Evaluation Proceedings Article

In: Mobile Robots (ECMR), 2015 European Conference on, pp. 1-6, IEEE, 2015.

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4.

Gemignani, Guglielmo; Capobianco, Roberto; Nardi, Daniele

Approaching Qualitative Spatial Reasoning About Distances and Directions in Robotics Proceedings Article

In: AI*IA 2015 Advances in Artificial Intelligence, pp. 452-464, Springer International Publishing, 2015, ISBN: 978-3-319-24308-5.

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3.

Capobianco, Roberto; Gemignani, Guglielmo; Bloisi, Domenico; Nardi, Daniele; Iocchi, Luca

Automatic Extraction of Structural Representations of Environments Proceedings Article

In: Intelligent Autonomous Systems 13, pp. 721-733, Springer International Publishing, 2014, ISBN: 978-3-319-08337-7.

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2.

Gemignani, Guglielmo; Nardi, Daniele; Bloisi, Domenico; Capobianco, Roberto; Iocchi, Luca

Interactive Semantic Mapping: Experimental Evaluation Proceedings Article

In: Experimental Robotics - The 14th International Symposium on Experimental Robotics, pp. 339-355, Springer International Publishing, 2014, ISBN: 978-3-319-23777-0.

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1.

Bastianelli, Emanuele; Bloisi, Domenico; Capobianco, Roberto; Cossu, Fabrizio; Gemignani, Guglielmo; Iocchi, Luca; Nardi, Daniele

On-line Semantic Mapping Proceedings Article

In: Advanced Robotics (ICAR), 2013 16th International Conference on, pp. 1-6, IEEE, 2013.

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Thesis

1.

Capobianco, Roberto

Interactive Generation and Learning of Semantic-Driven Robot Behaviors PhD Thesis

Sapienza University of Rome, 2017.

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Refereed Workshop Papers

10.

Umili, Elena; Argenziano, Francesco; Barbin, Aymeric; Capobianco, Roberto

Visual Reward Machines Proceedings Article

In: Garcez, Artur S.; Besold, Tarek R.; Gori, Marco; Jiménez-Ruiz, Ernesto (Ed.): Proceedings of the 17th International Workshop on Neural-Symbolic Learning and Reasoning, La Certosa di Pontignano, Siena, Italy, July 3-5, 2023, pp. 255–267, CEUR-WS.org, 2023.

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9.

Savoia, Dylan; Ragno, Alessio; Capobianco, Roberto

Molecule Generation from Input-Attributions over Graph Convolutional Networks Proceedings Article

In: ELLIS Machine Learning for Molecules workshop (ML4Molecules), 2022.

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8.

Ragno, Alessio; Savoia, Dylan; Capobianco, Roberto

Semi-Supervised GCN for learning Molecular Structure-Activity Relationships Proceedings Article

In: ELLIS Machine Learning for Molecules workshop (ML4Molecules), 2022.

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7.

Ciabatti, Giulia; Daftry, Shreyansh; Capobianco, Roberto

Autonomous Planetary Landing via Deep Reinforcement Learning and Transfer Learning Proceedings Article

In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) Workshops, pp. 2031-2038, 2021.

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6.

Kompella, Varun; Capobianco, Roberto; Jong, Stacy; Browne, Jonathan; Fox, Spencer; Meyers, Lauren; Wurman, Peter; Stone, Peter

Reinforcement Learning for Optimization of COVID-19 Mitigation policies Proceedings Article

In: 2020.

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5.

Riccio, Francesco; Capobianco, Roberto; Hanheide, Marc; Nardi, Daniele

STAM: A Framework for Spatio-Temporal Affordance Maps Proceedings Article

In: Proceedings of the 2016 Modelling and Simulation for Autonomous Systems (MESAS'16) Workshop, 2016.

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4.

Capobianco, Roberto; Gemignani, Guglielmo; Iocchi, Luca; Nardi, Daniele; Riccio, Francesco; Vanzo, Andrea

Contexts for Symbiotic Autonomy: Semantic Mapping, Task Teaching and Social Robotics Proceedings Article

In: AAAI Symbiotic Cognitive Systems Workshop, 2016.

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3.

Capobianco, Roberto; Gemignani, Guglielmo; Nardi, Daniele; Bloisi, Domenico; Iocchi, Luca

Knowledge-Based Reasoning on Semantic Maps Proceedings Article

In: Knowledge Representation and Reasoning in Robotics, AAAI Spring Symposium 2014, 2014.

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2.

Capobianco, Roberto

Robust and Incremental Robot Learning by Imitation Proceedings Article

In: Second Doctoral Workshop in Artificial Intelligence, pp. 82-91, 2014, ISSN: 1613-0073.

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1.

Bastianelli, Emanuele; Bloisi, Domenico; Capobianco, Roberto; Gemignani, Guglielmo; Iocchi, Luca; Nardi, Daniele

Knowledge Representation for Robots through Human-Robot Interaction Proceedings Article

In: Knowledge Representation and Reasoning in Robotics Workshop at ICLP 2013, 2013.

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