(1) Flora Park Motor Inn (2) Bellerose Inn (3) Paramount Inn. They could be possible motels not the usual hotel. Check with travel agent...?
As Geoff said those 3 are closest proximity wise, but if you're looking to stay overnight for an event, might be worth looking into a hotel by Jamaica LIRR station and taking any special trains they have going Belmont Park from there
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