This paper introduces the class of almost summing homogeneous polynomials b
etween Banach spaces. A characterization by means of vector-valued sequence
s is proved, connections with the theory of absolutely summing polynomials
are established and several examples are given. Some composition and coinci
dence theorems are obtained and the case of spaces with type or cotype is a
lso investigated.