WASHINGTON—The White House is weighing a plan to scale back new rules the Trump administration unveiled last week that would bar international students from remaining in the U.S. while taking classes remotely this fall, according to people familiar with the matter.

The new U.S. Immigration and Customs Enforcement rules were met with forceful criticism from a range of groups, from universities and international students, to tech companies and states.

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