  The role of non-equilibrium effects in the conductance through quantum dots
is investigated. Associated with single-electron tunneling are shake-up
processes and the formation of excitonic-like resonances. They change
qualitatively the low temperature properties of the system. We analyze by
quantum Monte Carlo methods the renormalization of the effective capacitance
and the gate-voltage dependent conductance. Experimental relevance is
discussed.
