114 citations · 664 across the 92 of their papers we have counts for
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cs.GT2017
Cycles in adversarial regularized learning
Panayotis Mertikopoulos, Christos Papadimitriou, Georgios Piliouras
Regularized learning is a fundamental technique in online optimization, machine learning and many other fields of computer science. A natural question that arises in these settings…
cs.GT2017
When is selfish routing bad? The price of anarchy in light and heavy traffic
Riccardo Colini-Baldeschi, Roberto Cominetti, Panayotis Mertikopoulos +1
This paper examines the behavior of the price of anarchy as a function of the traffic inflow in nonatomic congestion games with multiple origin-destination (O/D) pairs. Empirical s…