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Research map / Multi-agent systems and games / Human-AI and goal-conditioned

Plan Recognition in Continuous Domains

AAAI 2018 · Multi-agent systems and games › Human-AI and goal-conditioned · approach: Imitation and skill learning · 24 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use RRT* instead of RRTConnect as the recognition planner (ablation)Mirroring · OMPL cubicles navigation, 10 goals (220 problems)convergence (%): 8.21 -> 22.52Helped
use TRRT instead of RRTConnect as recognition planner (ablation)Mirroring · OMPL cubicles navigation, 10 goals (220 problems)convergence (%): 8.21 -> 25.82Helped
use TRRT instead of RRT* as recognition planner (ablation)Mirroring · OMPL cubicles navigation, 10 goals (220 problems)time (% of allotted): 100.40 -> 28.10Helped
use TRRT instead of RRT* as recognition planner (ablation)Mirroring · OMPL cubicles navigation, 10 goals (220 problems)convergence (%): 22.52 -> 25.82Helped
add 9 clustered goals (19 goals instead of 10)Mirroring with TRRT · OMPL cubiclesconvergence (%): 25.82 -> 16.11Hurt
use continuous planner instead of discretized grid recognition (ablation)Mirroring · ROS soccer-fieldconvergence ratio: 0.00 -> 0.46Helped
use continuous angles instead of 40 degree discretization (ablation)Mirroring · Octagon shapesaverage convergence: 0.13 -> 0.67Helped
use continuous angles instead of 1 degree discretization (ablation)Mirroring · Octagon shapesaverage convergence: 0.67 -> 0.67No clear effect
use continuous angles instead of 1 degree discretization (ablation)Mirroring · Triangle shapesaverage convergence: 0.33 -> 0.44Helped
replace PRP formulation of Ramirez and Geffner with Mirroringgoal recognition · six classical planning domains (450 problems)ranking of true goalNo clear effect

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