The complexity of Path of Exile 2’s in-game economy has led to the rise of both legitimate trading strategies and fraudulent schemes. Currency scams, ranging from bait-and-switch tactics to price manipulation, pose a significant threat to the integrity of player transactions. To combat these threats, advanced scam detection algorithms are being developed to analyze trade patterns,...