15 citations · 32 across the 11 of their papers we have counts for
3 papers · 1 filter
Preparing for the Unexpected: Diversity Improves Planning Resilience in Evolutionary Algorithms
Thomas Gabor, Lenz Belzner, Thomy Phan +1
As automatic optimization techniques find their way into industrial applications, the behavior of many complex systems is determined by some form of planner picking the right actio…
The Sharer's Dilemma in Collective Adaptive Systems of Self-Interested Agents
Lenz Belzner, Kyrill Schmid, Thomy Phan +2
In collective adaptive systems (CAS), adaptation can be implemented by optimization wrt. utility. Agents in a CAS may be self-interested, while their utilities may depend on other…
Leveraging Statistical Multi-Agent Online Planning with Emergent Value Function Approximation
Thomy Phan, Lenz Belzner, Thomas Gabor +1
Making decisions is a great challenge in distributed autonomous environments due to enormous state spaces and uncertainty. Many online planning algorithms rely on statistical sampl…