Let be a polymatroidal ideal. In this paper, we study the asymptotic behavior of the homological shift ideals of powers of polymatroidal ideals. We prove that the first homological shift algebra of is generated in degree one as a module over the Rees algebra of . We conjecture that the th homological shift algebra of is generated in degrees , and we confirm it in many significant cases. We show that has the st homological strong persistence property, and we conjecture that the sequence of associated primes of becomes an increasing chain for . This conjecture is established when and for many families of polymatroidal ideals. Finally, we explore componentwise polymatroidal ideals, and we prove that is again componentwise polymatroidal, if is componentwise polymatroidal.

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