Taylor Killian is a Ph.D. student at the University of Toronto and the Vector Institute, and an Intern at Google Brain.

Featured References

Direct Policy Transfer with Hidden Parameter Markov Decision ProcessesYao, Killian, Konidaris, Doshi-Velez

Robust and Efficient Transfer Learning with Hidden Parameter Markov Decision ProcessesKillian, Daulton, Konidaris, Doshi-Velez

Transfer Learning Across Patient Variations with Hidden Parameter Markov Decision ProcessesKillian, Konidaris, Doshi-Velez

Counterfactually Guided Policy Transfer in Clinical SettingsKillian, Ghassemi, Joshi

Additional References

• Hidden Parameter Markov Decision Processes: A Semiparametric Regression Approach for Discovering Latent Task Parametrizations, Doshi-Velez, Konidaris
• Mimic III, a freely accessible critical care database. Johnson AEW, Pollard TJ, Shen L, Lehman L, Feng M, Ghassemi M, Moody B, Szolovits P, Celi LA, and Mark RG
• The Artificial Intelligence Clinician learns optimal treatment strategies for sepsis in intensive care, Komorowski et al