The United Nations is hosting on September 19 the first summit on refugees and migrants, which will be followed the next day by a pledging conference for new offers of aid to refugees hosted by President Barack Obama.
Malala, who become the youngest-ever Nobel recipient for championing the rights of girls to education, urged leaders to reject short-term solutions to the refugee crisis now affecting 21.3 million people, including nearly four million children.
"Refugee girls are wondering how long they can stay out of school before they're forced into early marriages or child labor. They're hoping for more than survival," Malala said in a statement.
"Why do world leaders waste our time with this pageant of sympathy while they are unwilling to do the one thing that will change the future for millions of children?" she asked.
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A report by the Malala Fund and Cambridge University showed that nearly two-thirds of the 3.7 million refugee children and teenagers worldwide were out of school.
The report called on governments to provide $2.9 billion by September 2019 to a new fund to support education for out-of-school refugee children.