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The proposal, which came at the end of a four-day conference in the Saudi capital Riyadh, gave few details of the centre's location or role.
In its final statement, the gathering also said worldwide efforts against terrorism needed joint action.
Delegates at the conference agreed that reforms were needed to pre-empt violence in certain countries.
Security officials from the US, UK, Iran and Syria were present at the conference.