State attacks in differential privacy involve manipulating shared state within a system to leak information. An adversary might use the intermediate state of computations, such as a global variable or the sequence of operations, to infer private data that should not be directly accessible. These attacks can compromise the privacy guarantees by revealing more information than the controlled outputs intended by the differential privacy protocols.