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Dr. Chayan Banerjee

Postdoctoral Researcher

Publications


Preprints


Addressing GNN Limitations via Deep Reinforcement Learning: Principles, Patterns, and Design Insights


Chayan Banerjee, Debanjana Datta Mitra, Nasimul Noman

TechRxiv, 2026


Sustainable Multi-Agent Crowdsourcing via Physics-Informed Bandits


Chayan Banerjee

arXiv preprint arXiv:2602.22365, 2026


Adaptive Physics-Informed Machine Learning for Bus Travel Time Prediction: Solving the Peak Prediction Problem


Atmadip Goswami, Chayan Banerjee, Dhivya Bharathi, Lelitha Devi Vanajkshi

Available at SSRN 6074076, 2025


Bus Travel Time Prediction Using Physics-Informed Machine Learning


Atmadip Goswami, Chayan Banerjee, Dhivya Bharathi, Lelitha Devi Vanajkshi

Available at SSRN 5288028, 2025


Mining-Gym: A Configurable RL Benchmarking Environment for Truck Dispatch Scheduling


Chayan Banerjee, Kien Nguyen, Clinton Fookes

arXiv preprint arXiv:2503.19195, 2025


Reinforcement Learning Based Traffic Signal Design to Minimize Queue Lengths


Anirud Nandakumar, Chayan Banerjee, Lelitha Devi Vanajakshi

arXiv preprint arXiv:2509.21745, 2025


Published


A survey on physics informed reinforcement learning: Review and open problems


Chayan Banerjee, Kien Nguyen, Clinton Fookes, Maziar Raissi

Expert Systems with Applications, vol. 287, Pergamon, 2025, p. 128166


Enhancing Exploration in Actor-Critic Algorithms: An Approach to Incentivize Plausible Novel States


Chayan Banerjee, Zhiyong Chen, Nasimul Noman

IEEE Transactions on Cybernetics, 2025


Loid: lane occlusion inpainting and detection for enhanced autonomous driving systems


Aayush Agrawal, Ashmitha Jaysi Sivakumar, Ibrahim Kaif, Chayan Banerjee

Machine Vision and Applications, vol. 36, Springer Berlin Heidelberg Berlin/Heidelberg, 2025, p. 120


Physics-informed Machine Learning for Medical Image Analysis


Chayan Banerjee, Kien Nguyen, Olivier Salvado, Truyen Tran, Clinton Fookes

ACM Computing Surveys, vol. 58, ACM New York, NY, 2025, pp. 1--35


Physics-Informed Operator Learning for Hemodynamic Modeling


Ryan Chappell, Chayan Banerjee, Kien Nguyen, Clinton Fookes

DICTA, 2025


Introducing Iterative Model Calibration (IMC) v1. 0: A Generalizable Framework for Numerical Model Calibration with a CAESAR-Lisflood Case Study


Chayan Banerjee, Kien Nguyen, Clinton Fookes, Gregory Hancock, Thomas Coulthard

EGUsphere, vol. 2024, Copernicus Publications G{\"o}ttingen, Germany, 2024, pp. 1--22


Physics-informed computer vision: A review and perspectives


Chayan Banerjee, Kien Nguyen, Clinton Fookes, Karniadakis George

ACM Computing Surveys, vol. 57, ACM New York, NY, 2024, pp. 1--38


Boosting exploration in actor-critic algorithms by incentivizing plausible novel states


Chayan Banerjee, Zhiyong Chen, Nasimul Noman

2023 62nd IEEE Conference on Decision and Control (CDC), IEEE, 2023, pp. 7009--7014


Improved soft actor-critic: Mixing prioritized off-policy samples with on-policy experiences


Chayan Banerjee, Zhiyong Chen, Nasimul Noman

IEEE Transactions on Neural Networks and Learning Systems, IEEE, 2022


Optimal actor-critic policy with optimized training datasets


Chayan Banerjee, Zhiyong Chen, Nasimul Noman, Mohsen Zamani

IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 6, IEEE, 2022, pp. 1324--1334


Dynamic 2-D pattern-based passive communication in swarm agents


V Navya Deepthi, Chayan Banerjee, Shubhra Saxena

Advances in Electronics, Communication and Computing: ETAEERE-2016, Springer Singapore Singapore, 2017, pp. 713--722


A random bit generator using R\"ossler chaotic system


Chayan Banerjee, Debanjana Datta, Debarshi Datta

Computational Advancement in Communication Circuits and Systems: Proceedings of ICCACCS 2014, Springer India New Delhi, 2015, pp. 81--87


Chaotic patrol robot with frequency constraints


Chayan Banerjee, Debanjana Datta, Avantika Agarwal

2015 IEEE International Conference on Research in Computational Intelligence and Communication Networks (ICRCICN), IEEE, 2015, pp. 340--344


Consensus achievement in multi-agent swarms using weighted median


Chayan Banerjee, Indu Sharma

Computing, Communication \& Automation (ICCCA), 2015 International Conference on, IEEE, 2015


Estimation of Slot Position for a Slotted Antenna


Arnab Das, Chayan Banerjee, Bipa Datta, Moumita Mukherjee

Computational Advancement in Communication Circuits and Systems: Proceedings of ICCACCS 2014, Springer India New Delhi, 2015, pp. 11--18


Multiagent coalition formation for distributed area coverage \& exploration


Chayan Banerjee, Navya Deepthi

2015 International Conference on Robotics, Automation, Control and Embedded Systems (RACE), IEEE, 2015, pp. 1--6


Beaconless cooperative localization in wireless sensor network: Implementing Cellular Automata Von Neumann neighborhood


Chayan Banerjee, Arnab Das

Proceedings of The 2014 International Conference on Control, Instrumentation, Energy and Communication (CIEC), IEEE, 2014, pp. 550--554


PSO with dynamic acceleration coefficient based on mutiple constraint satisfaction: Implementing fuzzy inference system


Chayan Banerjee, Ruchi Sawal

2014 International Conference on Advances in Electronics Computers and Communications, IEEE, 2014, pp. 1--5


Sybil node detection in peer-to-peer networks using indirect validation


Chayan Banerjee, Shubhra Saxena

2014 Annual IEEE India Conference (INDICON), IEEE, 2014, pp. 1--7


Cellular Automata based Degree Priority Routing Algorithm for Irregular Mesh Topology NOCs


Chayan Banerjee, Amol K Boke

International Journal of Computer Applications, vol. 66, Foundation of Computer Science, 2013


Energy conservation in wireless sensor network using block cellular automata


Chayan Banerjee, Shubhra Saxena

2013 International Conference on Computer Communication and Informatics, IEEE, 2013, pp. 1--6


Energy conservation in wireless sensor network using irregular cellular automata


Chayan Banerjee

2013 International Conference on Energy Efficient Technologies for Sustainability, IEEE, 2013, pp. 223--227

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