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Landmark bias can lead to significant inaccuracies in geo-localization, but HoloGeo effectively mitigates this issue through evidence-driven reasoning, outperforming existing models.
LLM agents suffer from the same Actor-Observer Asymmetry that plagues humans, leading them to make inconsistent judgments about their own and others' failures.
Overcome the scarcity of 4D training data by cleverly borrowing spatial understanding from 3D models and temporal dynamics from video models.
Current video models struggle to infer unseen spatial states and causal relationships, falling far short of human-level spatial reasoning.
