Your children will not inherit the debt, but they will be liable for repaying it from the property sale proceeds after you have passed away. Any remaining equity will be paid to your children.
Furthermore, all lifetime mortgages with companies that are members of the Equity Release Council now come with a “no negative equity guarantee,” which guarantees you can never owe more than your home’s value.