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proof of work

Last edited: August 8, 2025

propaganda

Last edited: August 8, 2025

propaganda is a form of advertising which:

  • propaganda persuades people into believe in a cause
  • often defies reason to reach into ??

See examples:

techniques for propaganda

  • Name calling
  • Generalities
  • Transferring of authority
  • Public testimonial
  • Attachment to plane folks
  • Bandwagoning (FOMO)
  • Fear
  • Bad logic
  • Unwanted extrapolation

proposal distribution

Last edited: August 8, 2025

We define the optimal proposal distribution as the one that minimizes the variance of the estimator of the Probability of Failure.

Sadly, the best proposal distributions is…

\begin{equation} q^{*}\qty(\tau) = \frac{p\qty(\tau) 1\qty {\tau \not \in \psi}}{p_{\text{fail}}} = \frac{p\qty(\tau) 1\qty {\tau \not \in \psi}}{\int 1 \qty {\tau \not\in \psi} p\qty(\tau) \dd{\tau }} \end{equation}

but wait this is just the Failure Distribution! But our entire point is trying to estimate \(p_{\text{fail}}\).

notice that this is exactly the DEFINITION OF THE FAILURE DISTRIBUTION. et, we were trying to estimate \(p_{\text{fail}}\) in the first place? Recall; we are able to sample from the Failure Distribution, fit a model and nice.

Proposal: Dynamic Resource Scheduling through Direct Optimization

Last edited: August 8, 2025

Background

In operations research, a key problem involves balancing limited and uncertain resources for the maximization of a specific business objective under constraints (such as budget or time). Approaches for this problem are frequently domain-specific due to the variability in design variables.

For simpler problems such as hub-and-spoke placement design, one can use proximity (i.e. distance) as a target, leading to clustering-based approaches ((Ruan et al. 2016)) which focuses on minimizing resource distance to solve a specific task. In others probes, however, clustering based approaches do not show a clear advantage due to the fact that they involve resource allocation decisions on a non-linear space (unlike physical space) subject also to non-linear constraints (unlike time).

protease

Last edited: August 8, 2025

protease helps viruses replication