Autonomous Hierarchical POMDP Planning from Low-Level Sensors. - Shawn Squire; Marie desJardins (AAAI Workshop: Learning Rich Representations from Low-Level Sensors, 2013)

Discovering Subgoals in Complex Domains. - Marie desJardins; Tenji Tembo; Nicholay Topin; Michael Bishoff; Shawn Squire; James MacGlashan; Rose Carignan; Nicholas Haltmeyer (AAAI Fall Symposia, 2014)

Portable Option Discovery for Automated Learning Transfer in Object-Oriented Markov Decision Processes. - Nicholay Topin; Nicholas Haltmeyer; Shawn Squire; John Winder; Marie desJardins; James MacGlashan (IJCAI, 2015)

Grounding English Commands to Reward Functions. - James MacGlashan; Monica Babes-Vroman; Marie desJardins; Michael L. Littman; Smaranda Muresan; Shawn Squire; Stefanie Tellex; Dilip Arumugam; Lei Yang 003 (Robotics: Science and Systems, 2015)

Abstracting Complex Domains Using Modular Object-Oriented Markov Decision Processes. - Shawn Squire; Marie desJardins (AAAI, 2016)

Planning with Abstract Markov Decision Processes. - Nakul Gopalan; Marie desJardins; Michael L. Littman; James MacGlashan; Shawn Squire; Stefanie Tellex; John Winder; Lawson L. S. Wong (ICAPS, 2017)

Planning with Abstract Learned Models While Learning Transferable Subtasks. - John Winder; Stephanie Milani; Matthew Landen; Erebus Oh; Shane Parr; Shawn Squire; Marie desJardins; Cynthia Matuszek (AAAI, 2020)