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Inverse Reinforcement Learning with Switching Rewards and History Dependency for Characterizing Animal Behaviors

Ke, Jingyang; Wu, Feiyang; Wang, Jiyi; Markowitz, Jeffrey E; Wu, Anqi (July 2025, Proceedings of Machine Learning Research (PMLR))

Free, publicly-accessible full text available July 15, 2026
Revealing the structure of pharmacobehavioral space through motion sequencing

https://doi.org/10.1038/s41593-020-00706-3

Wiltschko, Alexander B.; Tsukahara, Tatsuya; Zeine, Ayman; Anyoha, Rockwell; Gillis, Winthrop F.; Markowitz, Jeffrey E.; Peterson, Ralph E.; Katon, Jesse; Johnson, Matthew J.; Datta, Sandeep Robert (November 2020, Nature Neuroscience)
null (Ed.)
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The Striatum Organizes 3D Behavior via Moment-to-Moment Action Selection

https://doi.org/10.1016/j.cell.2018.04.019

Markowitz, Jeffrey E.; Gillis, Winthrop F.; Beron, Celia C.; Neufeld, Shay Q.; Robertson, Keiramarie; Bhagat, Neha D.; Peterson, Ralph E.; Peterson, Emalee; Hyun, Minsuk; Linderman, Scott W.; et al (June 2018, Cell)

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