Jacob Adamczyk
5 papers · 2023–2025 · 3 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Silver
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Taxonomy Completionist
(10)
Top co-authors
Research topics
Keywords
entropy regularization
(3)
optimal policy
(2)
value function
(2)
reward shaping
(2)
reinforcement learning
(2)
stochastic dynamics
(1)
control strategy
(1)
soft value function
(1)
non-markovian dynamics
(1)
entropy-regularized reinforcement learning
(1)
task composition
(1)
potential-based reward shaping
(1)
state-value function
(1)
compositional framework
(1)
value function bound
(1)
zero-shot policy
(1)
drug dosing
(1)
phenotypic plasticity
(1)
cell population
(1)
bayesian inference
(1)
Papers
Bootstrapped Reward Shaping
AAAI 2025
Reinforcement Learning for Control of Non-Markovian Cellular Population Dynamics
ICLR 2025
Bayesian inference approach for entropy regularized reinforcement learning with stochastic dynamics
UAI 2023
Bounding the optimal value function in compositional reinforcement learning
UAI 2023
Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning
AAAI 2023