- S. D. Morad, S. Liwicki, R. Kortvelesy, R. Mecca, A. Prorok,
Modeling Partially Observable Systems using Graph-Based Memory and Topological Priors.
L4DC, 2022. PDF
- A. Raymond, M. Malencia, G. Paulino-Passos, A. Prorok,
Agree to Disagree: Subjective Fairness in Privacy-Restricted Decentralised Conflict Resolution.
Frontiers in Robotics and AI, 2022. PDF
- A. Prorok, J. Blumenkamp, Q. Li, R. Korvelesy, Z. Liu, E. Stump,
The Holy Grail of Multi-Robot Planning: Learning to Generate Online-Scalable Solutions from Offline-Optimal Experts.
AAMAS, 2022. PDF
- J. Blumenkamp, S. Morad, J. Gielis, Q. Li, A. Prorok,
A Framework for Real-World Multi-Robot Systems Running Decentralized GNN-Based Policies.
ICRA, 2022. PDF
- B. Hudson, Q. Li, M. Malencia, A. Prorok,
Graph Neural Network Guided Local Search for the Traveling Salesperson Problem.
International Conference on Learning Representations (ICRL), 2022. PDF
- F. Sovrano, A. Raymond, A. Prorok,
Explanation-Aware Experience Replay in Rule-Dense Environments.
IEEE Robotics and Automation Letters (R-AL), 2022. PDF
- L. Zhang, A. Prorok, S. Bhattacharya,
Pursuer Assignment and Control Strategies in Multi-agent Pursuit-Evasion Under Uncertainties.
, Frontiers in Robotics and AI, 2021. PDF
- J. Panerati, H. Zheng, S. Zhou, J. Xu, A. Prorok, A. P. Schoellig,
Learning to Fly—a Gym Environment with PyBullet Physics for Reinforcement Learning of Multi-agent Quadcopter Control
, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2021. PDF
- Q. Li, W. Lin, Z. Liu, A. Prorok,
Message-Aware Graph Attention Networks for Large-Scale Multi-Robot Path Planning
, IEEE Robotics and Automation Letters (R-AL), 2021. PDF
- R. Kortvelesy, A. Prorok,
ModGNN: Expert Policy Approximation in Multi-Agent Systems with a Modular Graph Neural Network Architecture
. ICRA, 2021. PDF
- M. Malencia, V. Kumar, G. J. Pappas, A. Prorok,
Fair Robust Assignment using Redundancy.
IEEE Robotics and Automation Letters (R-AL), 2021. PDF
- J. Gielis, A. Prorok,
Improving 802.11p for Delivery of Safety Critical Navigation Information in Robot-to-Robot Communication Networks.
IEEE Communications Magazine, vol. 59, no. 1, pp. 16-21, January 2021. PDF
- J. Blumenkamp, A. Prorok,
The Emergence of Adversarial Communication in Multi-Agent Reinforcement Learning.
Conference on Robot Learning (CoRL), 2020. PDF.
- B. Wang, Z. Liu, Q. Li, A. Prorok,
Mobile Robot Path Planning in Dynamic Environments through Globally Guided Reinforcement Learning
. IEEE Robotics and Automation Letters (R-AL), vol 5:4, pp. 6932-6939, 2020. Preprint.
- Q. Li, F. Gama, A. Ribeiro, A. Prorok,
Graph Neural Networks for Decentralized Multi-Robot Path Planning
. IEEE/RSJ International Conference on Intelligent Robots and Systems, 2020. Preprint.
- Matthew Le Maitre, A. Prorok,
Effects of Controller Heterogeneity on Autonomous Vehicle Traffic
, IEEE International Conference on Intelligent Transportation Systems (ITSC), 2020. PDF.
- A. Prorok,
Robust Assignment Using Redundant Robots on Transport Networks with Uncertain Travel Time
, IEEE Transactions on Automation Science and Engineering (T-ASE), 2020. PDF, preprint.
- A. Raymond, H. Gunes, A. Prorok,
Culture-Based Explainable Human-Agent Deconfliction
, Autonomous Agents and Multi-Agent Systems (AAMAS), 2020. PDF.
- R. Mitchell, J. Fletcher, J. Panerati, A. Prorok,
Multi-Vehicle Mixed-Reality Reinforcement Learning for Autonomous Multi-Lane Driving
, Autonomous Agents and Multi-Agent Systems (AAMAS), 2020. PDF.
- H. Zheng, J. Panerati, G. Beltrame, A. Prorok,
An Adversarial Approach to Private Flocking in Mobile Robot Teams
, IEEE Robotics and Automation Letters 5.2 (2020): 1009-1016. PDF.
- M. Whitzer, D. Shishika, D. Thakur, V. Kumar, A. Prorok,
DC-CAPT: Concurrent Assignment and Planning of Trajectories for Dubins Cars
, IEEE International Conference on Robotics and Automation (ICRA), 2020.
- W. Wu, S. Bhattacharya, A. Prorok,
Multi-Robot Path Deconfliction through Prioritization by Path Prospects
, IEEE International Conference on Robotics and Automation (ICRA), 2020.PDF.
- N. Hyldmar, Y. He, A. Prorok,
A Fleet of Miniature Cars for Experiments in Cooperative Driving
, IEEE International Conference on Robotics and Automation (ICRA), 2019. PDF.
- A. Prorok,
Redundant Robot Assignment on Graphs with Uncertain Edge Costs
, 14th International Symposium on Distributed Autonomous Robotic Systems (DARS), 2018. PDF. Best Paper Award
- A. Prorok, M. A. Hsieh, and V. Kumar.
The Impact of Diversity on Optimal Control Policies for Heterogeneous Robot Swarms
. IEEE Transactions on Robotics (T-RO), vol. 33, no. 2, pp. 346 - 358, DOI: 10.1109/TRO.2016.2631593. April 2017. PDF
- K. Saulnier, D. Saldana, A. Prorok, G. J. Pappas, V. Kumar,
Resilient Flocking for Mobile Robot Teams
. IEEE Robotics and Automation Letters (R-AL), vol. 2, no. 2, pp. 1039-1046, DOI: 10.1109/LRA.2017.2655142. April 2017 PDF
- L. Guerrero-Bonilla, A. Prorok, V. Kumar,
Formations for Resilient Robot Teams
. IEEE Robotics and Automation Letters (R-AL), vol. 2, no. 2, pp. 841-848, DOI: 10.1109/LRA.2017.2654550. April 2017. PDF Finalist for Best Multi-Robot Systems paper at ICRA 2017.
- A. Prorok, V. Kumar,
Privacy-Preserving Vehicle Assignment for Mobility-on-Demand Systems
, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017, PDF
- F. Maushart, A. Prorok, M. A. Hsieh, V. Kumar,
Intrusion Detection for Stochastic Task Allocation in Robot Swarms
, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017, PDF
- D. Saldana, B. Gabrich, M. Whitzer, A. Prorok, M. F. M. Campos, M. Yim, and V. Kumar,
A Decentralized Algorithm for Assembling Structures with Modular Robots
, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), 2017, PDF
- D. Saldana, A. Prorok, S. Sundaram, M. F. M. Campos, V. Kumar,
Resilient Consensus for Time-Varying Networks of Dynamic Agents
, American Control Conference (ACC), 2017, PDF
- C. di Franco, A. Prorok, N. Atanasov, B. Kempke, P. Dutta, V. Kumar, G. J. Pappas,
Calibration-Free Network Localization using Non-Line-of-Sight Ultra-Wideband Measurements
, ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN), 2017, PDF
- A. Prorok, M. A. Hsieh, V. Kumar,
Adaptive Redistribution of a Swarm of Heterogeneous Robots
, Special Issue, Workshop on Online Decision-Making in Multi-Robot Coordination, Acta Polytechnica Journal of Advanced Engineering, vol. 56, no. 1, DOI: 10.14311/APP.2016.56.0067, Jan. 2016.
- A. Prorok, V. Kumar,
Towards Differentially Private Aggregation of Heterogeneous Robots
, 13th International Symposium on Distributed Autonomous Robotic Systems (DARS), 2016. PDF
- D. Saldana, A. Prorok, M. F. Campos, V. Kumar,
Triangular Networks for Resilient Formations
, 13th International Symposium on Distributed Autonomous Robotic Systems (DARS), 2016. PDF
- A. Prorok, V. Kumar,
A Macroscopic Privacy Model for Heterogeneous Robot Swarms
, International Conference on Swarm Intelligence, 2016, PDF
- A. Prorok, M. A. Hsieh, V. Kumar,
Formalizing the Impact of Diversity on Performance in a Heterogeneous Swarm of Robots
, IEEE International Conference on Robotics and Automation (ICRA), 2016, PDF
- A. Prorok and A. Martinoli,
Accurate Indoor Localization with Ultra-Wideband using Spatial Models and Collaboration
, International Journal of Robotics Research (IJRR), vol. 33, no. 4, pp. 547-568, April 2014. PDF
- A. Prorok, M. A. Hsieh, V. Kumar,
Fast Redistribution of a Swarm of Heterogeneous Robots
, International Conference on Bio-inspired Information and Communications Technologies, 2015, PDF (preprint), Best Paper Award
- A. Prorok and A. Martinoli,
Accurate Localization with Ultra-Wideband: Tessellated Spatial Models and Collaboration
, The 13th International Symposium on Experimental Robotics (ISER), Springer Tracts in Advanced Robotics, Vol. 88, pp. 321-335, 2013. PDF
- A. Prorok, L. Gonon, A. Martinoli,
Online Model Estimation of Ultra-Wideband TDOA Measurements for Mobile Robot Localization
, IEEE International Conference on Robotics and Automation (ICRA), pp. 807-814, 2012. PDF
- A. Prorok, A. Bahr, A. Martinoli,
Low-Cost Collaborative Localization for Large-Scale Multi-Robot Systems
, IEEE International Conference on Robotics and Automation (ICRA), pp. 4236-4241, 2012. PDF
- A. Prorok, N. Correll, A. Martinoli,
Multi-level Spatial Modeling for Stochastic Distributed Robotic Systems
, The International Journal of Robotics Research (IJRR), vol. 30, pp. 574-589, April 2011. PDF
- A. Prorok and A. Martinoli,
A Reciprocal Sampling Algorithm for Lightweight Distributed Multi-Robot Localization
, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 3241-3247, 2011. PDF
- A. Prorok, P. Tomé, A. Martinoli,
Accommodation of NLOS for Ultra-Wideband TDOA Localization in Single- and Multi-Robot Systems
, International Conference on Indoor Positioning and Indoor Navigation (IPIN), 2011. DOI: 10.1109/IPIN.2011.6071927. PDF
- S. Gowal, A. Prorok, A. Martinoli,
Two-phase Online Calibration for Infrared-based Inter-Robot Positioning Modules
, IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS), pp. 3313-3319, 2011. PDF
- A. Prorok, A. Arfire, A. Bahr, J. R. Farserotu, A. Martinoli,
Indoor Navigation Research with the Khepera III Mobile Robot: An Experimental Baseline with a Case-Study on Ultra-Wideband Positioning
, International Conference on Indoor Positioning and Indoor Navigation (IPIN), 2010. DOI: 10.1109/IPIN.2010.5647880. PDF
- A. Prorok, C. M. Cianci, A. Martinoli,
Towards Optimally Efficient Field Estimation with Threshold- based Pruning in Real Robotic Sensor Networks
, IEEE International Conference on Robotics and Automation (ICRA), pp. 5453-5459, 2010. PDF
- M. Cianci, J. Nembrini, A. Prorok, A. Martinoli,
Assembly of Configurations in a Networked Robotic System: A Case Study on a Reconfigurable Interactive Table Lamp
, IEEE Swarm Intelligence Symposium (SIS), 2008. DOI: 10.1109/SIS.2008.4668318. PDF