76 citations · 226 across the 9 of their papers we have counts for
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cs.GT2017★ 60 cited
Multiplicative Weights Update with Constant Step-Size in Congestion Games: Convergence, Limit Cycles and Chaos
Gerasimos Palaiopanos, Ioannis Panageas, Georgios Piliouras
The Multiplicative Weights Update (MWU) method is a ubiquitous meta-algorithm that works as follows: A distribution is maintained on a certain set, and at each step the probability…
cs.GT2014★ 1 cited
Average Case Performance of Replicator Dynamics in Potential Games via Computing Regions of Attraction
Ioannis Panageas, Georgios Piliouras
What does it mean to fully understand the behavior of a network of adaptive agents? The golden standard typically is the behavior of learning dynamics in potential games, where man…