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Context Window: Demon Attack

89 archived training runs. Seeds 10–14. Native Sample Factory APPO policies.

Settings

Context windows: 4–12. Environment FPS: 60. Fixed delay: 4 environment frames. Uniform delay: 2–6 environment frames. Appendix evaluation horizon: 36,000 steps.

The archive retains each evaluation's original horizon, including earlier 3,600-step records. Each original evaluation has 100 episodes.

Exact observation cadence, frame stack, training budget and delay parameters belong to each run's unchanged config.json and manifest. Fixed and uniform distributions are experiment settings, not measured hardware profiles.

Results and assets

Paper measurements and fixed W&B sources retain the published values. Each plotted point aggregates five training seeds.

The manifest pins model, configuration and original evaluation assets to fixed main-repository revisions. Training logs are stored with the evaluation run under training/. Download the model bundle with its original configuration and load it with the task's native Sample Factory integration.

Limits

The Demon uniform-delay C=12, seed-14 paper result is preserved from W&B history step 95483, but its checkpoint is missing.