Both main contracts tumbled almost three percent Wednesday after the US Energy Information Administration said gasoline and distilled products inventories rose last week, dampening news of a surprise fall in crude supplies.
Later in the day Libya's National Oil Corporation said it would double production within four weeks after it was handed control of crucial ports that had been seized by forces loyal to the country's rival administration.
Libya has Africa's largest oil reserves.
At around 0410 GMT, the US benchmark West Texas Intermediate was up seven cents at USD 43.65 and Brent added 21 cents to USD 46.06.
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"More heartbreak in the oil market overnight for bulls," said Jeffrey Halley, senior market analyst with OANDA trading.
"Brent and WTI futures duly responded by heading south at a rapid rate of knots, making crude the ugliest horse in the glue factory in a tough week for investors."
He said floor support for WTI is at USD 42.50 and Brent at USD 45.00 "although it must be said (that) neither of the duo are respecting technical levels at the moment".
The Algeria meeting is expected to tackle the supply glut although many analysts remain doubtful that a deal can be reached to freeze or slash output.