The Label Defines the Timescale: Trait-State Limits of Temporal-Aggregate Learning

arXiv:2608.01587 · stat.ML, cs.AI, cs.LG · Submitted 2026-08-03 · Read on arXiv

Xizhe Zhang

stat.ML, cs.AI, cs.LG

Submitted: 2026-08-03

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Explainability — 15× in this paper · explained in 4 episodes
• Benchmark — 13× in this paper · explained in 2 episodes
• Calibration — 7× in this paper · explained in 9 episodes
• Localization — 5× in this paper · explained in 2 episodes
• Verification — 5× in this paper · explained in 2 episodes
• Generalizability — 4× in this paper · explained in 6 episodes
• Longitudinal Data — 3× in this paper · explained in 2 episodes
• Abstraction — 2× in this paper · explained in 1 episode
• Accuracy — 2× in this paper · explained in 1 episode
• Monotonicity — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Conditional Independence — 1× in this paper · explained in 2 episodes
• Core — 1× in this paper · explained in 2 episodes
• Uncertainty Quantification — 1× in this paper · explained in 9 episodes

Sources

• Estimation of the volume of an excursion set of a Gaussian process using intrinsic Kriging

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