AEA dynamically aggregates ensembles in off-policy actor-critics from training dynamics, with proofs of convergence to an error-minimizing equilibrium, bias shrinkage with ensemble size, and monotonic policy improvement.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2025 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
-
Adaptive Ensemble Aggregation for Actor-Critics
AEA dynamically aggregates ensembles in off-policy actor-critics from training dynamics, with proofs of convergence to an error-minimizing equilibrium, bias shrinkage with ensemble size, and monotonic policy improvement.