WASHINGTON—Facebook Inc. CEO Mark Zuckerberg will travel to Capitol Hill on Thursday to pitch his vision for moderate internet regulation and seek to placate lawmakers who are weighing tougher moves.

“Mark will be in Washington, D.C. to meet with policy makers and talk about future internet regulation,” a company spokeswoman said. “There are no public events planned.”

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