Can we cancel our resignation a few days before the last working day as I couldn't get any offer

Yep you can

U can .. but make sure you are critical to project Othrwise thy will use you like never before

Ok

You can try to cancel it, but it's up to your manager and HR to approve. Better to act quickly and talk to them directly.