We investigate the following fractional p-Laplacian convex-concave problem: (P2) |(-A),u=u9-2u+ [u]P-2u u = 0 in S. in R, = where $2 is a bounded C11 domain in R", s E (0,1),p>q>1,n> sp, lambda> 0, and p is the critical Sobolev exponent. Our analysis extends classical works (A. Ambrosetti, H. Brezis, and G. Cerami, "Combined effects of concave and convex nonlinearities in some elliptic problems," J. Funct. Anal, vol. 122, no. 2, pp. 519-543, 1994, B. Barrios, E. Colorado, R. Servadel, and F. Soria, "A critical fractional equation with concave-convex power nonlinearities," Ann. Inst. Henri Poincare Anal. Non Lineaire, vol. 32, no. 4, pp. 875-900, 2015, J. Garc & iacute;a Azorero, J. Manfredi, and I. Peral Alonso, "Sobolev versus H & ouml;lder local minimizer and global multiplicity for some quasi- linear elliptic equations," Commun. Contemp. Math., vol. 2, no. 3, pp. 385-404, 2000) to fractional p-Laplacian. Owing to the nonlinear and nonlocal properties of (-A), we need to overcome many difficulties and apply notably different approaches, due to the lack of Picone identity, the stability theory, and the strong comparison principle. We show first a dichotomy result: a positive W(2) solution of (P) exists if and only if lambda = (0, A) with an extremal value A <euro> (0,infinity). The W(2) regularity for the extremal solution seems to be unknown regard- less of whether s = 1 or s = (0,1). When p >= 2, p-1<q<p and n> spiq+1), we get two positive solutions for q+1-p' (P1) with small 2>0. Here the mountain pass structure is more involved than the classical situations due to the lack of explicit minimizers for the Sobolev embedding, we should proceed carefully and simultaneously the construction of mountain pass geometry and the estimate for mountain pass level. Finally, we show another new result for (P2) and all p>q> 1: without sign constraint, (P) possesses infinitely many solutions when > 0 is small enough. Here we use the Z-genus theory, based on a space decomposition for reflexible and separable Banach spaces, which has its own interest.