I suspect you're looking at the Hubble law, and are assuming that it shows acceleration since V=HD should mean that once any particular galaxy gets farther it will recede faster. It doesn't show that.
The Hubble law, with anyone value of the Hubble parameter, is a snapshot of the expansion at one given time. It doesn't track the motion of any single galaxy. It doesn't say that the galaxy today receding with velocity V will recede with 2xV once it gets twice as far. By the time that one galaxy gets to twice the initial distance, the constant of proportionality (Hubble parameter) will have changed (in our universe = decreased), giving different velocity.
In fact, if we were to imagine a universe without any energy whatsoever (no matter, radiation, or dark energy), but that still somehow had some galaxies in it, those galaxies would recede at constant velocities.
If we add matter and radiation, those velocities go down with time. If we add dark energy to the mix, those velocities can go down before going up.
Try to think of expansion not as a velocity, but as a rate, where current rate is equivalent to growth of all distances by approx. 1/144 % per million years. Then we can ask what is the rate of change of this rate of growth. This is expressed as the deceleration parameter q.
It is a dimensionless parameter. It is defined as ##q=- \frac{\ddot a a}{\dot a^2}## where ##a## is the scale factor of the universe (with dots of course indicating its time derivatives).
The intuitive meaning is that when q is negative, the expansion is accelerating. When it's equal to -1, the expansion is accelerating exponentially. When it's 0, the expansion is steady (i.e. each velocity obtained from the Hubble law at any given time remains constant, but farther galaxies still recede faster), and when it's positive, the universe is decelerating.
The present-day value of the deceleration parameter is ##q_0 = - 0.55##.
Historically, the universe was thought to be decelerating at all times, hence the name, and hence the minus sign.
The parameter changes with time together with changing densities of various energy components in the universe. It used to be positive for good half of the history of the universe while matter and radiation were sufficiently dense to retard recession velocities, indicating decelerated expansion (hugely so in the earliest moments). Today it's negative, and it will asymptotically approach -1 as all energy densities other than dark energy dilute to negligible values.