To generate random numbers from specific distributions in Mathematica, the RandomVariate command is essential. However, users have encountered issues with the wrapped Cauchy and Von Mises distributions, particularly when using the ProbabilityDistribution command. One user reported an error when attempting to sample from a custom wrapped Cauchy distribution, indicating that the implementation for this distribution may not be supported. An alternative approach suggested involves generating uniform random numbers and applying the inverse of the cumulative distribution function (CDF) to obtain samples. However, challenges persist in calculating the CDF for the wrapped Cauchy distribution, with users unable to derive results through integration or standard functions. Further literature research may be necessary to find viable methods for implementing these distributions in Mathematica.