@conference {30154,
	title = {Decentralized Mean Field Games},
	booktitle = {AAAI Conference on Artificial Intelligence (2022), Vancouver, BC, Canada},
	year = {2022},
	publisher = {AAAI press},
	organization = {AAAI press},
	url = {https://arxiv.org/pdf/2112.09099.pdf},
	author = {Sriram Ganapathi Subramanian and Matthew E. Taylor and Mark Crowley and Pascal Poupart}
}
@article {29542,
	title = {Multi-Agent Advisor Q-Learning},
	journal = {Journal of Aritificial Intelligence Research (JAIR)},
	volume = {74},
	year = {2022},
	pages = {1--74},
	url = {https://jair.org/index.php/jair/article/view/13445/26794},
	author = {Sriram Ganapathi Subramanian and Matthew E. Taylor and Kate Larson and Mark Crowley}
}
@conference {27919,
	title = {The Effect of Q-function Reuse on the Total Regret of Tabular, Model-Free, Reinforcement Learning},
	booktitle = {International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2021), London, UK - Adaptive Learning Agents Workshop},
	year = {2021},
	url = {https://arxiv.org/pdf/2103.04416.pdf},
	author = {Volodymyr Tkachuk and Sriram Ganapathi Subramanian and Matthew E Taylor}
}
@conference {29541,
	title = {Investigation of Independent Reinforcement Learning Algorithms in Multi-Agent Environments},
	booktitle = {Neural Information Processing Systems (NeurIPS) - Deep Reinforcement Learning workshop},
	year = {2021},
	url = {https://arxiv.org/pdf/2111.01100.pdf},
	author = {Ken Ming Lee and Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {26310,
	title = {Partially Observable Mean Field Reinforcement Learning},
	booktitle = {International Conference on Autonomous Agents and Multi-Agent Systems (AAMAS 2021), London, UK},
	year = {2021},
	url = {https://arxiv.org/pdf/2012.15791.pdf},
	author = {Sriram Ganapathi Subramanian and Matthew E. Taylor and Mark Crowley and Pascal Poupart}
}
@conference {23959,
	title = {Deep Multi Agent Reinforcement Learning for Autonomous Driving},
	booktitle = {Canadian AI },
	year = {2020},
	note = {Best paper award - Nominee},
	publisher = {Springer LNCS},
	organization = {Springer LNCS},
	url = {https://link.springer.com/chapter/10.1007/978-3-030-47358-7_7},
	author = {Sushrut Bhalla and Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {26220,
	title = {Maximum Reward Formulation In Reinforcement Learning},
	booktitle = {Deep Reinforcement Learning Workshop},
	year = {2020},
	publisher = {NeurIPS 2020},
	organization = {NeurIPS 2020},
	url = {https://arxiv.org/pdf/2010.03744.pdf},
	author = {Sai Krishna Gottipati and Yashaswi Pathak and Rohan Nuttall and Sahir and Raviteja Chunduru and Ahmed Touati and Sriram Ganapathi Subramanian and Matthew E. Taylor and Sarath Chandar}
}
@conference {23859,
	title = {Multi Type Mean Field Reinforcement Learning},
	booktitle = {International Conference on Autonomous Agents and Multi agent Systems (AAMAS 2020), Aukland, New Zealand},
	year = {2020},
	publisher = {IFAAMAS},
	organization = {IFAAMAS},
	address = {AAMAS 2020, Aukland, New Zealand},
	url = {https://arxiv.org/pdf/2002.02513.pdf},
	author = {Sriram Ganapathi Subramanian and Pascal Poupart and Matthew E. Taylor and Nidhi Hegde}
}
@journal {23938,
	title = {A review of machine learning applications in wildfire science and management},
	journal = {Environmental Reviews},
	year = {2020},
	url = {https://arxiv.org/pdf/2003.00646.pdf},
	author = {Piyush Jain and Sean C P Coogan and Sriram Ganapathi Subramanian and Mark Crowley and Steve Taylor and Mike D Flannigan}
}
@conference {18701,
	title = {Learning Multi-Agent Communication with Reinforcement Learning},
	booktitle = {Conference on Reinforcement Learning and Decision Making},
	year = {2019},
	url = {http://rldm.org/papers/abstracts.pdf},
	author = {Sushrut Bhalla and Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {18700,
	title = {Multi Type Mean Field Reinforcement Learning},
	booktitle = {Conference on Reinforcement Learning and Decision Making},
	year = {2019},
	url = {http://rldm.org/papers/abstracts.pdf},
	author = {Sriram Ganapathi Subramanian and Pascal Poupart and Matt Taylor and Nidhi Hegde}
}
@conference {18699,
	title = {Training Cooperative Agents for Multi-Agent Reinforcement Learning},
	booktitle = {International Conference on Autonomous Agents and Multiagent System (AAMAS 2019), Montreal, Canada},
	year = {2019},
	url = {http://www.ifaamas.org/Proceedings/aamas2019/pdfs/p1826.pdf},
	author = {Sushruth Bhalla and Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {9820,
	title = {Combining MCTS and A3C for Prediction of Spatially Spreading Processes in Forest Wildfire Setting},
	booktitle = {31st Canadian Conference on Artificial Intelligence, Toronto},
	year = {2018},
	pages = {285-291},
	publisher = {Springer},
	organization = {Springer},
	url = {https://link.springer.com/chapter/10.1007/978-3-319-89656-4_28},
	author = {Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {15920,
	title = {A Complementary Approach to Improve WildFire Prediction Systems.},
	booktitle = {Neural Information Processing Systems (AI for social good workshop)},
	year = {2018},
	address = {NeurIPS},
	url = {https://aiforsocialgood.github.io/2018/pdfs/track1/37_aisg_neurips2018.pdf},
	author = {Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {9821,
	title = {Decision Assist For Self-Driving Cars},
	booktitle = {31st Canadian Conference on Artificial Intelligence, Toronto},
	year = {2018},
	pages = {381 - 387},
	publisher = {Springer},
	organization = {Springer},
	url = {https://link.springer.com/chapter/10.1007/978-3-319-89656-4_44},
	author = {Sriram Ganapathi Subramanian and Benyamin Ghojogh and Jaspreet Singh Sambee and Mark Crowley}
}
@mastersthesis {12350,
	title = {Reinforcement Learning for Determining Spread Dynamics of Spatially Spreading Processes with Emphasis on Forest Fires},
	year = {2018},
	type = {Masters},
	url = {http://hdl.handle.net/10012/13148},
	author = {Sriram Ganapathi Subramanian}
}
@article {9819,
	title = {Using Spatial Reinforcement Learning to Build Forest Wildfire Dynamics Models from Satellite Images},
	journal = {Journal of Frontiers in ICT- Environmental Informatics},
	year = {2018},
	url = {https://www.frontiersin.org/articles/10.3389/fict.2018.00006/full?\&utm_source=Email_to_authors_\&utm_medium=Email\&utm_content=T1_11.5e1_author\&utm_campaign=Email_publication\&field=\&journalName=Frontiers_in_ICT\&id=334036},
	author = {Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {9822,
	title = {Learning Forest Wildfire Dynamics from Satellite Images using Reinforcement Learning},
	booktitle = {Conference on Reinforcement Learning and Decision Making},
	year = {2017},
	pages = {244-248},
	address = {Conference on Reinforcement Learning and Decision Making, Ann Arbor, MI, USA},
	url = {http://www.princeton.edu/~ndaw/RLDM17ExtendedAbstracts.pdf},
	author = {Sriram Ganapathi Subramanian and Mark Crowley}
}
@conference {9823,
	title = {Spatial Decision Support System for Industrial Robots},
	booktitle = {Innovations in Marine Electrical and Electronics Engineering},
	year = {2015},
	address = {International Conference on Innovations in Marine Electrical  and Electronics Engineering, Chennai, Tamil Nadu, India,},
	url = {https://uwaterloo.ca/scholar/sites/ca.scholar/files/s2ganapa/files/paper29.pdf},
	author = {Sriram Ganapathi Subramanian and Amrith Ganesh. P}
}
