Dissertation:
Proactive Sequential Resource (Re)distribution for Improving Efficiency in Urban Environments | PDF
Supriyo Ghosh, Ph.D. thesis, Singapore Management University, Singapore, 2017.
Journal Publications:
An Iterative Security Game for Computing Robust and Adaptive Network Flows | PDF
Supriyo Ghosh and Patrick Jaillet.
In Computers and Operations Research Journal (CAOR), 2021.
Dynamic Repositioning to Reduce Lost Demand in Bike Sharing Systems | PDF
Supriyo Ghosh, Pradeep Varakantham, Yossiri Adulyasak and Patrick Jaillet.
In Journal of Artificial Intelligence Research (JAIR), (58), pp. 387-430, 2017.
Conference Publications (* denotes joint first author):
Dependency Aware Incident Linking in Large Cloud Systems | PDF
Supriyo Ghosh, Karish Grover, Jimmy Wong, Chetan Bansal, Rakesh Namineni, Mohit Verma and Saravan Rajmohan
Accepted at the Web Conference (WWW), 2024 [Industry Track].
Automated Root Causing of Cloud Incidents using In-Context Learning with GPT-4 | PDF
Xuchao Zhang, Supriyo Ghosh, Chetan Bansal, Rujia Wang, Minghua Ma, Yu Kang and Saravan Rajmohan
Accepted at Foundations of Software Engineering (FSE), 2024 [Industry Track].
X-lifecycle Learning for Cloud Incident Management using LLMs | PDF
Drishti Goel, Fiza Husain, Aditya Singh, Supriyo Ghosh, Anjaly Parayil, Chetan Bansal, Xuchao Zhang and Saravan Rajmohan
Accepted at Foundations of Software Engineering (FSE), 2024 [Industry Track].
Deep offline reinforcement learning for real-world treatment optimization applications | PDF
Milashini Nambiar*, Supriyo Ghosh*, Priscilla Ong, Yu En Chan, Yong Mong Bee and Pavitra Krishnaswamy
In proceedings of the 29th SIGKDD Conference on Knowledge Discovery and Data Mining (KDD), 2023 [Applied Data Science Track].
Detection Is Better Than Cure: A Cloud Incidents Perspective | PDF
Vaibhav Ganatra, Anjaly Parayil, Supriyo Ghosh, Yu Kang, Minghua Ma, Chetan Bansal, Suman Nath, and Jonathan Mace
Accepted at Foundations of Software Engineering (FSE), 2023 [Industry Track].
Automatic Root Cause Analysis via Large Language Models for Cloud Incidents | PDF
Yinfang Chen, Huaibing Xie, Minghua Ma, Yu Kang, Xin Gao, Liu Shi, Yunjie Cao, Xuedong Gao, Hao Fan, Ming WEN, Jun Zeng, Supriyo Ghosh, Xuchao Zhang, Chaoyun Zhang, Qingwei Lin, Saravan Rajmohan and Dongmei Zhang.
Accepted at EuroSys, 2024.
Recommending Root-Cause and Mitigation Steps for Cloud Incidents using Large Language Models | PDF
Toufique Ahmed, Supriyo Ghosh, Chetan Bansal, Thomas Zimmermann, Xuchao Zhang and Saravan Rajmohan
In proceedings of the 45th International Conference on Software Engineering (ICSE), 2023.
How to Fight Production Incidents? An Empirical Study on a Large-scale Cloud Service | PDF
Supriyo Ghosh, Manish Shetty, Chetan Bansal and Suman Nath
In proceedings of the 13th ACM Symposium on Cloud Computing (SoCC), 2022.
**Winner of the Best Paper Award
Neural-Progressive Hedging: Enforcing Constraints in Reinforcement Learning with Stochastic Programming | PDF
Supriyo Ghosh, Laura Wynter, Shiau Hong Lim and Duc Thien Nguyen
In proceedings of the 38th Conference on Uncertainty in Artificial Intelligence (UAI), 2022.
Picking Pearl From Seabed: Extracting Artefacts from Noisy Issue Triaging Collaborative Conversations for Hybrid Cloud Services | PDF
Amar Prakash Azad, Supriyo Ghosh, Ajay Gupta, Harshit Kumar, Prateeti Mohapatra, Lena Eckstein, Leonard Posner and Robert Kern
In proceedings of the Innovative Applications in Artificial Intelligence (IAAI) at AAAI Conference on AI, 2022.
A Deep Ensemble Method for Multi-Agent Reinforcement Learning: A Case Study on Air Traffic Control | PDF | Poster | Slides | Video
Supriyo Ghosh, Sean Laguna, Shiau Hong Lim, Laura Wynter and Hasan Poonawala
In proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), 2021.
Improving Customer Satisfaction in Bike Sharing Systems through Dynamic Repositioning | PDF | Poster | Slides
Supriyo Ghosh*, Jing Yu Koh* and Patrick Jaillet
In proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2019.
Supriyo Ghosh and Pradeep Varakantham.
In proceedings of the AAAI Conference on Artificial Intelligence (AAAI), 2018.
Muralidhar Konda*, Supriyo Ghosh* and Pradeep Varakantham
In proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), 2018.
Incentivising the Use of Bike Trailers for Dynamic Repositioning in Bike Sharing Systems | PDF | Poster | Slides | Video
Supriyo Ghosh and Pradeep Varakantham.
In proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), 2017.
Meghna Lowalekar, Pradeep Varakantham, Supriyo Ghosh, Sanjay Dominik Jena and Patrick Jaillet.
In proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), 2017.
Robust Repositioning to Counter Unpredictable Demand in Bike Sharing Systems | PDF | Poster | Slides
Supriyo Ghosh, Michael Trick and Pradeep Varakantham.
In proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2016.
Strategic Planning for Setting up Base Stations in Emergency Medical Systems | PDF | Poster | Slides | Video
Supriyo Ghosh and Pradeep Varakantham.
In proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), 2016.
Dynamic Redeployment to Counter Congestion or Starvation in Vehicle Sharing Systems | PDF | Poster | Slides
Supriyo Ghosh, Pradeep Varakantham, Yossiri Adulyasak and Patrick Jaillet.
In proceedings of the International Conference on Automated Planning and Scheduling (ICAPS), 2015.
Probabilistic Inference Based Message-Passing For Resource Constrained DCOPs | PDF | Poster | Slides
Supriyo Ghosh, Akshat Kumar and Pradeep Varakantham.
In proceedings of the International Joint Conference on Artificial Intelligence (IJCAI), 2015.
Dynamic Redeployment to Counter Congestion or Starvation in Vehicle Sharing Systems | PDF
Supriyo Ghosh, Pradeep Varakantham, Yossiri Adulyasak and Patrick Jaillet.
In Symposium on Combinatorial Search (SoCS), 2015 (Extended Abstract)
Workshop Publications:
Probabilistic Inference Based Message-Passing For Resource Constrained DCOPs | PDF
Supriyo Ghosh, Akshat Kumar and Pradeep Varakantham.
In AAMAS Workshop on Optimisation in Multi-Agent Systems (OptMAS), 2016.
Dynamic Redeployment to Counter Congestion or Starvation in Vehicle Sharing Systems | PDF
Supriyo Ghosh, Pradeep Varakantham, Yossiri Adulyasak, and Patrick Jaillet.
In AAAI Workshop on AI for Cities, 2015 (Presentation)
Exploiting MAS-Based Simulation to Improve the Indian Railways Efficiency | PDF
Supriyo Ghosh, Animesh Dutta , Viviana Mascardi and Daniela Briola
In Multiagent System Technologies. Springer Berlin Heidelberg, 2013. 278-291.
Before 2013 :
Supriyo Ghosh, Animesh Dutta, and Md Alamgir Alam. "Multi-agent based railway track management system." Advance Computing Conference (IACC), 2013 IEEE 3rd International. IEEE, 2013.
Supriyo Ghosh, Prajna Upadhyay and Animesh Dutta, "Ontology Driven Conceptual Graph Representation of Natural Language", In International Conference on Computing and Information Technology(IC2IT),2012