Expected Survival-Time Bounds for Robust Optimization Over Time under Isotropic Gaussian Dynamics

arXiv:2607.27280 · stat.ML, cs.LG, math.OC, math.PR · Submitted 2026-07-29 · Read on arXiv

Pavel Novoa-Hernández

stat.ML, cs.LG, math.OC, math.PR

Submitted: 2026-07-29

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

Terminology

• Robust Optimization Over Time — 15× in this paper
• Robustness — 10× in this paper · explained in 6 episodes
• IEEE Congress on Evolutionary Computation — 4× in this paper
• Trace — 4× in this paper · explained in 2 episodes
• Generator — 3× in this paper · explained in 2 episodes
• Adam — 2× in this paper · explained in 3 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Evolutionary Search — 2× in this paper · explained in 3 episodes
• Monte Carlo Sampling — 2× in this paper · explained in 2 episodes
• Objective Function — 2× in this paper · explained in 2 episodes
• Empirical Coverage — 1× in this paper · explained in 2 episodes
• Geometric interpretation — 1× in this paper · explained in 2 episodes
• Intermediate Regime — 1× in this paper · explained in 2 episodes
• Monotonicity — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Uncertainty Quantification — 1× in this paper · explained in 9 episodes

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