I agree with other posters: If it's going to be temporary, you could try the foam boards and command strip wall hangers; and some of the ones I've gotten in the past had like a 15 or 20 lbs rating per hook. And, you might be able to get away with using museum putty to keep the foam pieces from being caught in the wind or bumped off the command hooks. I've recently priced velcro for a non-Halloween project and I'm still.not over the sticker shock.
Another idea I thought could work for you, is to mount your faux foam boards to a piece of old window screening, then make a quick 1x1 or 2x2 frame to staple the screening to so you can hang the whole window dressing from the command hooks? I'm always finding used window screen scraps at my Habitat Restore....
Aaaand, depending on your eaves situation... you might have the type that are little pop-in plastic or metal panel series, which should you GENTLY press upwards, will let you access the rafter tails of the roof and the soffit fascia or some kind of wood framing. You could very discreetly staple in or use teeny eye hooks into said exposed rafters or framing. Then, you could use heavy guage fishing line or spiderwire to suspend the weight of the foam and the window dressing, using the command hooks or museum putty to keep the prop snug to the building. That way you can get to a stable hardware anchoring situation with no visible damage to the house... because all of the modifications are minute and inside a space nobody will see. Just tape the fishing line where it will have contact with the soffit panels so they won't fray, or, thread your fishing lines against the house into an existing perforation should that line up. In lower lighting, you'll never see the line. Just hang the whole thing like it's a giant, lightweight, picture frame on a extra long picture wire.
Even if your soffit eaves panels look solid, with a screened vent every so many linear feet, usually over a window, there is an excellent chance they are installed in pop-in sections. Just push up gently and you'll find a seam if there is a panel system. The majority of installers don't screw these panels into the cleat track, but if you see a bunch of screws I wouldn't mess with it because loosening painted over screws can peel the paint.