| Towards a fully RL-based Market Simulator L Ardon, N Vadori, T Spooner, M Xu, J Vann, S Ganesh ICAIF 2021: ACM International Conference on AI in Finance, 2021 | 33 | 2021 |
| Reinforcement learning to solve np-hard problems: an application to the cvrp L Ardon arXiv preprint arXiv:2201.05393, 2022 | 23 | 2022 |
| Towards Multi-Agent Reinforcement Learning driven Over-The-Counter Market Simulations N Vadori, L Ardon, S Ganesh, T Spooner, S Amrouni, J Vann, M Xu, ... Mathematical Finance, 2023 | 21 | 2023 |
| Phantom - A RL-driven multi-agent framework to model complex systems L Ardon, J Vann, D Garg, T Spooner, S Ganesh Proceedings of the 2023 International Conference on Autonomous Agents and …, 2022 | 15* | 2022 |
| Towards a fairer digital marketing model L Ardon, D Morelli, F Villani, D Wheatley arXiv preprint arXiv:2201.05368, 2022 | 10 | 2022 |
| Learning Reward Machines in Cooperative Multi-Agent Tasks L Ardon, D Furelos-Blanco, A Russo Autonomous Agents and Multiagent Systems 14456 (Best and Visionary Papers …, 2023 | 9 | 2023 |
| Learning Robust Reward Machines from Noisy Labels R Parac, L Nodari, L Ardon, D Furelos-Blanco, F Cerutti, A Russo International Conference on Principles of Knowledge Representation and …, 2024 | 8 | 2024 |
| Generative AI agents for knowledge work augmentation in finance S Ganesh, L Ardon, D Borrajo, D Garg, UM Sehwag, AL Narayanan, ... Annual Review of Control, Robotics, and Autonomous Systems 8 (1), 189-210, 2025 | 5 | 2025 |
| ADAGE: A generic two-layer framework for adaptive agent based modelling BP Evans, S Zeng, S Ganesh, L Ardon AAMAS'25, 2025 | 3 | 2025 |
| : Learning Expressive and Transferable First-Order Logic Reward Machines L Ardon, D Furelos-Blanco, R Parać, A Russo AAMAS'25, 2024 | 3* | 2024 |
| TeamCollab: A framework for collaborative perception-cognition-communication-action J de Gortari Briseno, R Parać, L Ardon, MR Vilamala, D Furelos-Blanco, ... 2024 27th International Conference on Information Fusion (FUSION), 1-8, 2024 | 3 | 2024 |
| A Heterogeneous Agent Model of Mortgage Servicing: An Income-based Relief Analysis D Garg, BP Evans, L Ardon, AL Narayanan, J Vann, U Madhushani, ... AAAI 2024 Workshop on AI in Finance for Social Impact, 2024 | 2 | 2024 |
| Modelling bounded rational decision-making through Wasserstein constraints BP Evans, L Ardon, S Ganesh arXiv preprint arXiv:2504.03743, 2025 | 1 | 2025 |
| Generating Structured Plan Representation of Procedures with LLMs D Garg, S Zeng, S Ganesh, L Ardon arXiv preprint arXiv:2504.00029, 2025 | 1 | 2025 |
| On the Sample Efficiency of Abstractions and Potential-Based Reward Shaping in Reinforcement Learning G Canonaco, L Ardon, A Pozanco, D Borrajo ECAI'25, 2025 | 1 | 2025 |
| AgentCrypt: Advancing Privacy and (Secure) Computation in AI Agent Collaboration H Karthikeyan, Y Guo, L de Castro, A Polychroniadou, L Ardon, ... arXiv preprint arXiv:2512.08104, 2025 | | 2025 |
| Method and system for code generation via skill distillation and composition by large language model AL Narayanan, Y Xiao, L ARDON, J VANN, M XU, U MADHUSHANI, ... US Patent App. 18/652,302, 2025 | | 2025 |
| PADME: Procedure Aware DynaMic Execution D Garg, S Zeng, AL Narayanan, S Ganesh, L Ardon AAMAS'26, 2025 | | 2025 |
| Downside Risk-Aware Equilibria for Strategic Decision-Making O Slumbers, BP Evans, S Ganesh, L Ardon arXiv preprint arXiv:2510.03446, 2025 | | 2025 |
| Method and system for evaluation of code generation by large language model G Deepeka, L ARDON, XU Mengda, AL Narayanan, Y Xiao, V Jared, ... US Patent App. 18/612,079, 2025 | | 2025 |
Sumitra GaneshResearch Director, J.P.Morgan AI ResearchVerified email at jpmorgan.com
