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We show that the hafnian of a symmetric matrix of -bit integers (which counts the number of perfect matchings of a -vertex graph) and the number of Hamiltonian cycles of an -vertex directed graph can be computed in time , improving and generalizing an earlier algorithm of Björklund, Kaski, and Williams (Algorithmica 2019) that runs in time . A key tool of our approach is the design of a data structure that supports fast evaluation of high-order derivatives of hafnian and Hamiltonian cycles, which integrates with the new approach on multivariate multipoint evaluation by Bhargava, Ghosh, Guo, Kumar, and Umans (FOCS 2022, JACM 2024).

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