Quasi-linear relation between partition and analytic rank

An important conjecture in additive combinatorics posits that the partition rank and analytic rank of tensors are equal up to a constant, over any finite field. We prove the conjecture up to logarithmic factors. Our proof is largely independent of previous work, utilizing recursively constructed polynomial identities and random walks on zero sets of polynomials. We also introduce a new, vector-valued notion of tensor rank (``local rank''), which serves as a bridge between partition and analytic rank and which may be of independent interest.