Intrinsic Evaluation Framework Leaderboard

Network Foundation Models Results

This leaderboard is based on Demystifying Network Foundation Models and summarizes the paper's intrinsic evaluation framework for network foundation models. Instead of focusing only on downstream accuracy, it compares how model embeddings behave through geometry analysis, alignment with domain-expert CICFlowMeter features, and sensitivity to protocol or exogenous context changes. Use it to see which models better capture network semantics, robustness, and hidden context across diverse traffic datasets.