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Human mobility generation, an important task in urban research, synthesizes trajectory data for urban planning and transportation management. Human mobility can be characterized as a"why-where-when"decision process: people form an intention to move and then determine where and when the corresponding activity will take...
SimLife is introduced, a scalable platform for simulating long-term household life with rich visual observations, ground-truth action logs, and synthetic dialogues with audio that evaluates long-context pattern understanding: the ability to infer latent behavioral rules from weeks or months of everyday observations.
Large language models are entering decisions in triage and lending, where task-relevant inference must be distinguished from impermissible proxy use, and causal proxy effects in four LLMs on a clinical-ranking task with known ground truth are measured.
An audit is introduced that predicts a mechanism's fate as a population grows, asking how often the mechanism can act, whether agents use the information it supplies, and whether the measurement itself creates apparent scale effects.
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