Illegal dumping, commonly referred to as fly-tipping in the UK, is a pressing urban management challenge that compromises both municipal budgets and environmental equity. Traditional solutions are largely reactive and unable to identify future fly-tipping events, as they are based solely on historical fly-tipping logs. To address these limitations, we adapt the existing A3T-GCN architecture to sparse fly-tipping prediction and...