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Committed 11 May 2026 07:37AM UTC coverage: 70.751%. Remained the same

Job # 25656830679.3

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doc(gh-2187): add math explanations for Normal, Cauchy, and Exponential distributions (#2188)

* doc: add math explanations for Normal, Cauchy, and Exponential distributions (#2187)

Add LaTeX math explanations, parameter documentation, and method
docstrings following the format established in #2185 (Beta/BetaProportion).

Covers PDF, log_prob, CDF, ICDF, mean, variance, entropy, and sample
for each distribution. Cauchy docstrings note the undefined mean/variance.

* Address review feedback: add log_cdf equation and use \frac

- Add equation for Normal.log_cdf with note about jax.scipy.stats.norm.logcdf implementation
- Replace \tfrac with \frac in Cauchy.icdf equation

Addresses review comments from @Qazalbash in PR #2188

* add icdf equation for Normal distribution

* fix: documenting equations as per the implementation

---------

Co-authored-by: Meesum Qazalbash <meesumqazalbash@gmail.com>

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