Frostbite — Paper 2 per-game results

Every method's faithfulness on Frostbite

Each XAI / mechanistic-interpretability method's faithfulness on this ROM, sorted by F (click a header to re-sort). The left border marks the tradition: green = causal / intervention, red = gradient / correlational, amber = other — the split the paper's headline turns on. F is all-regime; content-F and position-F are the two output regimes (n/a where this game has no record for that regime).

Method	Family	F (all)	content-F	position-F	S	M
A8 · Whole-state recording	descriptive	1.000	n/a	n/a	1.000	0.109
Activation patching / causal mediation	causal / intervention	1.000	n/a	1.000	1.000	0.900
Causal scrubbing	causal / intervention	1.000	n/a	n/a	1.000	1.000
Interchange interventions / DAS	causal / intervention	1.000	n/a	n/a	1.000	0.593
A2 · Single-unit lesions	causal / intervention	0.803	n/a	n/a	0.721	1.000
Occlusion	causal / intervention	0.791	0.724	0.857	0.500	1.000
KernelSHAP / Shapley	gradient / correlational	0.783	0.763	0.804	0.400	0.395
LIME	gradient / correlational	0.702	0.580	0.824	0.500	0.395
ACDC — automatic circuit discovery	causal / intervention	0.667	n/a	n/a	0.421	1.000
NMF/PCA dictionaries	dim_reduction	0.659	n/a	n/a	-0.864	1.000
RISE	gradient / correlational	0.619	0.534	0.704	0.250	0.395
Logit / tuned lens	causal / intervention	0.568	n/a	n/a	n/a	0.137
On-distribution counterfactual	causal / intervention	0.511	0.826	0.196	0.550	1.000
Extremal / meaningful perturbation	causal / intervention	0.493	0.560	0.425	0.125	1.000
A3 · Tuning curves	gradient / correlational	0.476	n/a	n/a	0.346	1.000
A4 · Pairwise correlations	gradient / correlational	0.362	n/a	n/a	-0.039	0.821
A6 · Granger causality	gradient / correlational	0.345	n/a	n/a	0.901	0.812
Sparse autoencoders	dim_reduction	0.275	n/a	n/a	0.059	1.000
Linear probing + control tasks	probing	0.275	n/a	n/a	n/a	1.000
Grad×Input / DeepLIFT	gradient / correlational	0.272	0.484	0.059	0.150	1.000
Integrated Gradients	gradient / correlational	0.272	0.484	0.059	0.150	1.000
Vanilla gradient (saliency)	gradient / correlational	0.272	0.484	0.059	0.150	1.000
SmoothGrad	gradient / correlational	0.272	0.484	0.059	0.150	1.000
Guided Backprop	gradient / correlational	0.242	0.484	0.000	0.150	1.000
A7 · Dimensionality reduction (NMF/PCA)	dim_reduction	0.200	n/a	n/a	n/a	n/a
A5 · Local field potentials	gradient / correlational	0.138	n/a	n/a	n/a	n/a
Attribution / edge patching	gradient / correlational	0.031	n/a	n/a	0.943	1.000
A1 · Connectomics / data-flow graph	causal / intervention	0.000	n/a	n/a	0.977	n/a
Expected Gradients	gradient / correlational	0.000	0.000	0.000	0.125	n/a
Path patching / IOI circuit	causal / intervention	0.000	n/a	n/a	n/a	n/a

Source: site_data.json · generated by gen_site_data.py from the committed §R records + leaderboard.json.

Ground truth

Every method's faithfulness on Frostbite