Luka Donkov

When Planners Meet Reality: How Learned, Reactive Traffic Agents Shift nuPlan Benchmarks

Planner evaluation in closed-loop simulation often uses rule-based traffic agents, whose simplistic and passive behavior can hide planner deficiencies and bias rankings. Widely used IDM agents simply follow a lead vehicle and cannot react to vehicles in adjacent lanes, hindering tests of complex int…