Comparing dB values in inappropriate ways is likely to be the largest source of error in bioacoustics. Your question can be broken up in several subquestions:
A) What are the differences between the different metrics?
Two references are useful, both for underwater acoustics, but applicable also to air: the ISO 18405 standard for underwater acoustics terminology, which is comprehensive, but not easy to read, and Madsen (2015), which is specifically about short pulses/transients.
Peak-pressure ($\ p_{pk}$) or zero-to peak pressure ($\ p_{0-pk}$) is the maximum positive pressure of the signal and peak-to-peak pressure ($\ p_{pk-pk}$) is the difference between the maximum positive pressure and the minimum negative pressure. Many signals are symmetrical, in which case $\ p_{pk-pk}=2\times p_{0-pk}$, but this is not always the case.
Root-mean-squared pressure ($\ p_{rms}$) is a time-averaged value, measured/calculated over some duration T (equal to the duration of the signal for short signals) and given as $\ p_{rms}=\sqrt {\frac {p^2 (t)} T}$
B) Can one convert from one to the others?
The general rule is no. For pure sine wave signals only, $\ p_{pk-pk} = 2\sqrt 2\times p_{rms} $, or in dB notation $\ L_{pk-pk}=L_{rms}+9 dB $. For all other signals, one generally cannot convert in a simple way between the two measures. For noisy signals, the peak and peak-peak measures are poorly defined and not recommended.
C) How can different source levels be compared?
Source level is the sound pressure level in front of an animal, normalized to some reference distance. For bats, this distance is 10 cm, for most other animals it ius 1 m, unless specified otherwise. This means that source levels not referenced to the same distance cannot be compared directly, but must be adjusted for the difference in reference distance, equal to a factor of $\ 20log_{10}(\frac {r_1} {r_2})$. To convert source levels measured at 10 cm to 1 m, 20 dB should be subtracted.
Note also that because of the difference in reference pressure ($\ p_0$) between air and water ($\ 20\mu Pa$, vs. $\ 1\mu Pa$, respectively), source levels cannot be compared directly between air and water.
References
ISO 18405 Underwater acoustics - terminology.
Madsen, P. T. 2005. Marine mammals and noise: Problems with root mean square sound pressure levels for transients. The Journal of the Acoustical Society of America 117:3952-3957.