Olken and Pande (2012) is a great survey, but there are more resources.
Since you mention the long-term effects of corruption, here are some from the growth literature:
This is the first theoretical model on corruption and growth:
Ehrlich, Isaac, and Francis T. Lui. "Bureaucratic corruption and endogenous economic growth." Journal of Political Economy 107, no. S6 (1999): S270-S293.
A paper on education and corruption in a growth model:
Eicher, Theo, Cecilia García-Peñalosa, and Tanguy Van Ypersele. "Education, corruption, and the distribution of income." Journal of Economic Growth 14, no. 3 (2009): 205-231.
This includes collusion in corrupt activities in a growth model:
Blackburn, Keith, Niloy Bose, and M. Emranul Haque. "The incidence and persistence of corruption in economic development." Journal of Economic Dynamics and control 30, no. 12 (2006): 2447-2467.
Not particularly a growth model, but they looked at the effect on average corruption over a period of time:
Glaeser, Edward L., and Raven E. Saks. "Corruption in america." Journal of Public Economics 90, no. 6-7 (2006): 1053-1072.
Since you ask about books, here are two classics:
Rose-Ackerman, Susan. Corruption: A study in political economy. Academic Press, 2013.
Rose-Ackerman, Susan, and Bonnie J. Palifka. Corruption and government: Causes, consequences, and reform. Cambridge university press, 2016.
I notice this is an old question, so perhaps you already know about these sources.