Toryn Q. Klassen
6 papers · 2019–2026 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot ยท Bronze
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Academic Marathon ยท Sprint
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Interdisciplinary Bridge ยท Silver
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Hot Topic Early Bird
Venues
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Research topics
Keywords
reward machine
(2)
sample efficiency
(2)
reinforcement learning
(2)
sequential decision making
(1)
fairness
(1)
ai safety
(1)
belief state
(1)
partially observable markov decision process
(1)
multi-agent planning
(1)
non-markovian
(1)
symbolic planning
(1)
reward shaping
(1)
temporal logic
(1)
formal specification
(1)
linear temporal logic
(1)
first-order rule
(1)
side effect
(1)
plan synthesis
(1)
partially observable reinforcement learning
(1)
memory policy
(1)
Papers
Satisficing and Optimal Generalised Planning via Goal Regression
AAAI 2026
Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision Making
ICML 2024
Reward Machines for Deep RL in Noisy and Uncertain Environments
NeurIPS 2024
Learning Belief Representations for Partially Observable Deep RL
ICML 2023
Planning to Avoid Side Effects
AAAI 2022
LTL and Beyond: Formal Languages for Reward Function Specification in Reinforcement Learning
IJCAI 2019