Paper reproduction

Everything in the ICPR 2026 paper is generated from the CLI and the notebooks under swissrivernetwork/benchmark/visualize_results/.

Headline recipe

uv run srn prepare-data
for m in lstm transformer_embedding transformer_graphlet transformer_stgnn; do
  for g in swiss-1990 swiss-2010 zurich; do
    uv run srn tune -m "$m" -g "$g" -n 200 -wl 90
  done
done
uv run srn evaluate
uv run srn sweep

Expected wall-clock on one A100: ~8 GPU-days for the full 8-method × 3-graph matrix. See the sections below for partial-reproduction recipes that target individual figures.

• Window-length sweep → Fig. 4 + HLE
• Noise robustness → Fig. 5 / Fig. 6
• Figures

Reproducibility notes

The original numbers reported in the paper were affected by two bugs that are fixed on main since 4daeff3:

• Eval-window leakage
• Graphlet NaN at W > trained_wl

Re-runs for Graphlet and Transformer-Graphlet at W ≠ 90 are required; everything at W = 90 is unaffected.