We explore connections between three structures associated with the cohomology of the moduli of 1-dimensional stable sheaves on : perverse filtrations, tautological classes, and refined BPS invariants for local . We formulate the conjecture identifying the perverse filtration with the Chern filtration for the free part of the cohomology. This can be viewed as an analog of de Cataldo–Hausel–Migliorini’s conjecture for Hitchin systems. Our conjecture is compatible with the enumerative invariants of local calculated by refined Pandharipande–Thomas theory or Nekrasov partition functions. It provides a cohomological lift of a conjectural product formula of the asymptotic refined BPS invariants. We prove the conjecture for degrees .

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