@geraldineram

Using Graph Neural Networks (GNNs) to detect whale alliances requires careful evaluation of false positives. Address clustering can mistakenly flag unrelated wallets due to shared service providers or liquidity pools. Stability testing involves perturbing input graphs and checking consistency of detected clusters. Validation should compare GNN outputs with known on-chain patterns, like coordinated fund flows or synchronized governance votes. Incorporating transaction frequency, timing, and token overlap reduces noise. A robust pipeline recognizes the probabilistic nature of whale alliance detection and integrates uncertainty estimates, preventing overreliance on unstable predictions for trading decisions.

0 reply

0 recast

0 reaction