Toryn Q. Klassen
6 papers · 2019–2026 · 4 conferences · across top CS/AI conferences
Achievements
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🌉 Interdisciplinary Bridge 🧭 Keyword Pioneer 🌍 Conference Polyglot (4) 🏃 Academic Marathon (5) 🐝 Cross-Pollinator (12)
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Hot Topic Early Bird
Conferences
AAAI (2)
ICML (2)
IJCAI (1)
NIPS (1)
Top co-authors
Keywords
sample efficiency
(2)
reward machine
(2)
representation learning
(1)
reinforcement learning
(1)
ai safety
(1)
belief state
(1)
partially observable markov decision process
(1)
multi-agent planning
(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)
state space pruning
(1)
plan safety
(1)
Papers
Satisficing and Optimal Generalised Planning via Goal Regression
AAAI 2026
Reward Machines for Deep RL in Noisy and Uncertain Environments
NIPS 2024
Remembering to Be Fair: Non-Markovian Fairness in Sequential Decision Making
ICML 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