“Want to learn how to make the most out of Claude Code - check this course release by Anthropic”

“MSACL achieves exponential stability and rapid convergence under simple rewards, while exhibiting significant robustness to uncertainties and generalization to unseen trajectories.”

“The paper introduces 'incremental certificate learning' to maximize work in sound linear relaxation and invoke exact piecewise-linear reasoning only when relaxations become inconclusive.”

“The paper introduces a kernel Cheeger constant that quantifies connectedness relative to kernel localization, yielding a clean stability certificate.”

“The framework yields UNSAT certificates for a collection of anchored subfamilies. We also report pronounced runtime variability across configurations, including heavy-tailed behavior that currently dominates the computational effort and motivates further encoding refinements.”

“The article focuses on Error Localization, Certificates, and Hints for Probabilistic Program Verification.”

“The article's core contribution likely lies in bridging the gap between theoretical properties (dissipativity) and practical data (data-driven) to achieve a robust stability guarantee (GAS) for complex network systems.”

“It seems that OpenAI is scraping [certificate transparency] logs”