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The Anticipatory and Adaptive Anti-Money Laundering (A3ML) program seeks to revolutionize the practice of anti-money laundering by developing rapid graph-search algorithms to extract illicit finance t... The Anticipatory and Adaptive Anti-Money Laundering (A3ML) program seeks to revolutionize the practice of anti-money laundering by developing rapid graph-search algorithms to extract illicit finance tactics, techniques, and procedures (TTPs) from heterogeneous financial transaction data. The algorithms developed will sift through financial transaction graphs for suspicious patterns and learn new patterns to anticipate future activity and emerging TTPs. A3ML also seeks to represent the structure of these TTPs in a generic, sharable format that protects sensitive financial data to facilitate information sharing between and across industry and government.