Recovers factor-graph structure in Napp-Adams CRNs to transport reduction results, yielding smaller networks that preserve belief-propagation fixed points on surviving variables.
ISBN 978-3- 030-00030-1
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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cs.LG 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
Phototaxis in Chlamydomonas is reframed as curiosity-driven exploration in a POMDP implemented via CRN-ODEs, with IRL on 30 trajectories inferring an objective that reproduces observed light-alignment distributions and shows tumbling as information sampling.
citing papers explorer
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Reduction of Probabilistic Chemical Reaction Networks
Recovers factor-graph structure in Napp-Adams CRNs to transport reduction results, yielding smaller networks that preserve belief-propagation fixed points on surviving variables.
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Implementation of reinforcement learning in chemical reaction networks: application to phototaxis as curiosity-driven exploration
Phototaxis in Chlamydomonas is reframed as curiosity-driven exploration in a POMDP implemented via CRN-ODEs, with IRL on 30 trajectories inferring an objective that reproduces observed light-alignment distributions and shows tumbling as information sampling.