Large Population Models

Garg, Aditi, and Ayush Chopra. "Distributed Calibration of Agent-based Models." epiDAMIK 2024: The 7th International Workshop on Epidemiology meets Data Mining and Knowledge Discovery at KDD 2024. 2024.

Gupta, G., Kapila, R., Chopra, A., & Raskar, R. (2024). First 100 days of pandemic; an interplay of pharmaceutical, behavioral and digital interventions--A study using agent based modeling. Proceedings of Autonomous Agents and Multi-agent Systems (AAMAS) 2024

Chopra, Quera-bofarull and Zhang. "Differentiable Agent-based Modeling: Systems, Methods and Applications". Tutorial at 23rd Autonomous Agents and Multi-agent Systems (AAMAS) 2024.

Chopra, Ayush, et al. "Using neural networks to calibrate agent based models enables improved regional evidence for vaccine strategy and policy." Vaccine 41.48 (2023): 7067-7071.

Chopra, Ayush, et al. "Differentiable agent-based epidemiology." Proceedings of 22nd International Conference on Autonomous Agents and Multi-agent Systems (AAMAS 2023)

Quera-Bofarull, A., Chopra, A., Aylett-Bullock, J., Cuesta-Lazaro, C., Calinescu, A., Raskar, R., & Wooldridge, M. (2023). Don’t simulate twice: One-shot sensitivity analyses via automatic differentiation. Proceedings of Autonomous Agents and Multi-agent Systems (AAMAS 2023)

Chopra, Ayush, et al. "Learning to censor by noisy sampling." European Conference on Computer Vision. Cham: Springer Nature Switzerland, 2022.

Chopra, Ayush, et al. "DeepABM: scalable, efficient and differentiable agent-based simulations via graph neural networks." Winter Simulation Conference 2021

Romero-Brufau, S., Chopra, A., Ryu, A. J., Gel, E., Raskar, R., Kremers, W., ... & Kingsley, T. C. (2021). Public health impact of delaying second dose of BNT162b2 or mRNA-1273 covid-19 vaccine: simulation agent based modeling study. bmj, 373.

Chopra, Ayush, et al. "flame: A Framework for Learning in Agent-based ModEls." Proceedings of the 23rd International Conference on Autonomous Agents and Multiagent Systems. 2024.