LabCompass

Andrew Perrault

Computer Science · The Ohio State University

OpenAlex ORCID
Mid career · publishing since 2012
Reinforcement Learning in RoboticsAdversarial Robustness in Machine LearningCOVID-19 epidemiological studiesAdvanced Bandit Algorithms ResearchSpeech Recognition and Synthesis

Publications

94

Citations

388

Est. group size

~2

Recurring co-author estimate

Active years

15

Publishing since 2012

Research summary
AI-generated

Andrew Perrault works on artificial intelligence methods for decision-making under uncertainty, including reinforcement learning, multi-armed bandits (algorithms that balance exploring options versus exploiting known good ones), and robust optimization for real-world resource allocation problems like city services and conservation. Recent work also touches on language model personalization and verifying distributed computing protocols. Much of the research aims to apply AI techniques to social-impact problems such as public service scheduling and conservation decision-making.

AI decision-making under uncertaintyMulti-armed bandits and resource allocationRobust optimization and decision treesAI for social good/conservationReinforcement learning and language models

Publication output has fluctuated over the past decade with a notable spike in 2020 and again in 2024-2026, suggesting an active and currently growing publication pace rather than a steady or slowing one.

Generated by claude-sonnet-5 from public bibliographic data · Jul 20, 2026

Publication cadence
Publications per year over the last 10 years — averaging 9.6/year recently
2017: 3 publications172018: 1 publication182019: 7 publications192020: 17 publications202021: 10 publications212022: 4 publications222023: 5 publications232024: 12 publications242025: 7 publications252026: 20 publications2026
Recent publications
Publishes in
  • arXiv (Cornell University)×39
  • Proceedings of the AAAI Conference on Artificial Intelligence×9
  • Underline Science Inc.×3
  • SSRN Electronic Journal×2
  • medRxiv×2
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  • Tengyu Xu

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This profile was generated automatically from public scholarly data (OpenAlex). Group size and activity levels are estimates derived from co-authorship patterns.

Last updated Jul 19, 2026.

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