43 citations · 119 across the 29 of their papers we have counts for
3 papers · 1 filter
HyPOLE: Hyperproperty-Guided Multi-Agent Reinforcement Learning under Partial Observation
Arshia Rafieioskouei, Tzu-Han Hsu, Matthew Lucas +1
Formal specification is a powerful tool to guide the learning process and provides significant advantages over reward shaping: (1) mathematical rigor; (2) expressiveness to specify…
Lattice Aggregation in Distributed Verification under Crash and Byzantine Failures
Gilde Valeria Rodríguez, Borzoo Bonakdarpour, Armando Castañeda +1
We introduce c-Lattice Aggregation, a fault-tolerant reconstruction problem for distributed verification under crash and Byzantine failures. In our setting, n asynchronous processe…
Tractable Hyperproperties for MDPs
Lina Gerlach, Tobias Winkler, Erika Ábrahám +2
Probabilistic hyperproperties describe probabilistic relations between multiple sets of executions in a stochastic system. Prominent examples include information-theoretic characte…