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Active Goal Recognition

AAAI 2020 · Video › Action recognition · approach: Disentangled action recognition · 31 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Balance target observations and recognition with the observer's own workAGR · Corridor Domainsample return: 157.1 -> 205.3Helped
Balance target observations and recognition with the observer's own workAGR · Map Domainsample return: 72.5 -> 102.8Helped
Provide target observations at all times for no cost (ablation)AGR · Corridor Domainsample return: 205.3 -> 223.1Helped
Provide target observations at all times for no cost (ablation)AGR · Map Domainsample return: 102.8 -> 104.6No clear effect
Penalize goal decision actions, suppressing information gathering (ablation)AGR · Corridor Domainsample return: 205.3 -> 157.1Hurt
Penalize goal decision actions, suppressing information gathering (ablation)AGR · Map Domainsample return: 102.8 -> 72.5Hurt
Penalize observer work actions, prioritizing goal recognition over the observer task (ablation)AGR · Corridor Domainsample return: 205.3 -> 68.1Hurt
Penalize observer work actions, prioritizing goal recognition over the observer task (ablation)AGR · Map Domainsample return: 102.8 -> 53.3Hurt

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