Journal Articles and Pre-prints

• Sukumar S, Ward AF, Elliot-Williams C, Hakimi S, Mozer MC Overcoming Temptation: Incentive Design for Intertemporal Choice, Submitted for publication; Arxiv (2022)

• Sukumar S, Shadmehr R, Ahmed AA Effect of reward history on decision-making and movement vigor, bioRxiv (2021)

• Sukumar S, Ahmed AA Walking: How visual exploration informs step choice in Current Biology 31(8), R376-R378 (2021)

Conference Proceedings

• Sukumar S, Veerabadran V, Sohl-Dickstein J, Mozer MC, Elsayed G Evaluating the influence of ML models on human judgment of non-physical attributes in images; Accepted to Vision Sciences Society (2023) (Talk cancelled due to illness)

• Sukumar S, Shadmehr R, Ahmed AA Effort expenditure links control of vigor with decision-making in Advances in Motor Learning and Motor Control (2020)

• Mozer MC, Sukumar S, Elliot-Williams C, Ward AF, Hakimi S Overcoming Temptation: Incentive Design for Intertemporal Choice in Reinforcement Learning and Decision Making (2017)

Theses:

• Sukumar S Analysis and Solution Of Markov Decision Problems With A Continuous, Stochastic State Component M.S. Thesis , Electrical Engineering, University of Colorado Boulder, (2017)