One embodiment provides a method including identifying malicious information spreading in an information-exchange network; classifying at least one topic of the malicious information; determining a potential sub-network for future spread of the malicious information based on the at least one topic classified; and attenuating a potential future spread of the malicious information via at least one of: automatically propagating a countervailing message to the potential sub-network; and prompting manual intervention for propagating a countervailing message to the potential sub-network. Other variants and embodiments are broadly contemplated herein.