Stas Tiomkin
6 papers · 2020–2025 · 4 conferences · across top CS/AI conferences
Achievements
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π Conference Polyglot (4) π Academic Marathon (5) π Interdisciplinary Bridge πΊοΈ Taxonomy Completionist (11) π§ Keyword Pioneer
π
Cross-Pollinator
(15)
Conferences
AAAI (2)
UAI (2)
ICLR (1)
NIPS (1)
Top co-authors
Research topics
Keywords
entropy regularization
(3)
reinforcement learning
(3)
optimal policy
(2)
reward shaping
(2)
value function
(2)
stochastic dynamics
(1)
soft value function
(1)
entropy-regularized reinforcement learning
(1)
shared autonomy
(1)
task composition
(1)
potential-based reward shaping
(1)
state-value function
(1)
compositional framework
(1)
value function bound
(1)
zero-shot policy
(1)
bayesian inference
(1)
human-robot interaction
(1)
regret bound
(1)
sparse reward
(1)
Papers
Bootstrapped Reward Shaping
AAAI 2025
Utilizing Prior Solutions for Reward Shaping and Composition in Entropy-Regularized Reinforcement Learning
AAAI 2023
Bounding the optimal value function in compositional reinforcement learning
UAI 2023
Bayesian inference approach for entropy regularized reinforcement learning with stochastic dynamics
UAI 2023
Efficient Empowerment Estimation for Unsupervised Stabilization
ICLR 2021
AvE: Assistance via Empowerment
NIPS 2020