Research#Agent🔬 ResearchAnalyzed: Jan 10, 2026 11:31

Emergence: Active Querying Mitigates Bias in Asymmetric Embodied AI

Published:Dec 13, 2025 17:17
1 min read
ArXiv

Analysis

This research explores a crucial challenge in embodied AI: information bias in agents with unequal access to data. The active querying approach suggests a promising strategy to improve agent robustness and fairness by actively mitigating privileged information advantages.

Reference

Overcoming Privileged Information Bias in Asymmetric Embodied Agents via Active Querying