Table · dataset · 2026
AIM Auditability and Rule-Level RL Fusion: Full Training Traces and Checkpoints
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33970177.v1
Description
<h3 dir="ltr">Track 2 — archived dataset (<code>runs/</code>)</h3><table><tr><td><p dir="ltr">Directory</p></td><td><p dir="ltr">Size</p></td><td><p dir="ltr">Role</p></td></tr><tr><td><p dir="ltr"><code>runs/shared_multienv_gpi/</code></p></td><td><p dir="ltr">3.1 GB</p></td><td><p dir="ltr"><b>Primary.</b> The 8-seed, 2-environment experiment behind every headline number</p></td></tr><tr><td><p dir="ltr"><code>runs/grammar_confidence_070/</code></p></td><td><p dir="ltr">584 MB</p></td><td><p dir="ltr">Confidence-threshold rule-bank sweep</p></td></tr><tr><td><p dir="ltr"><code>runs/grammar_audit_pilot/</code></p></td><td><p dir="ltr">340 MB</p></td><td><p dir="ltr">Pilot audit run</p></td></tr><tr><td><p dir="ltr"><code>runs/repeatability_full/</code></p></td><td><p dir="ltr">164 MB</p></td><td><p dir="ltr">Deterministic-repeatability verification</p></td></tr><tr><td><p dir="ltr"><code>runs/private_target_replicates/</code></p></td><td><p dir="ltr">153 MB</p></td><td><p dir="ltr">Multi-replicate private-target-game runs</p></td></tr><tr><td><p dir="ltr"><code>runs/grammar_merge_070_final/</code>, <code>_070/</code>, <code>_070_v2/</code></p></td><td><p dir="ltr">364 MB</p></td><td><p dir="ltr">Seed-grammar merge at confidence 0.70 (final, base, superseded variant retained for audit trail)</p></td></tr><tr><td><p dir="ltr"><code>runs/grammar_merge_090_final/</code>, <code>_090/</code></p></td><td><p dir="ltr">165 MB</p></td><td><p dir="ltr">Seed-grammar merge at confidence 0.90</p></td></tr><tr><td><p dir="ltr"><code>runs/private_target_extended/</code>, <code>_batch8/</code>, <code>private_target/</code></p></td><td><p dir="ltr">44 MB</p></td><td><p dir="ltr">Private-target-game variants</p></td></tr><tr><td><p dir="ltr"><code>runs/grammar_intersections/</code></p></td><td><p dir="ltr">36 KB</p></td><td><p dir="ltr">Pairwise rule intersections</p></td></tr><tr><td><p dir="ltr"><code>runs/seed-0_20260922T013053Z/</code>, <code>_012930Z/</code></p></td><td><p dir="ltr">15 MB</p></td><td><p dir="ltr">Single-seed AIM baseline runs cited in <code>paper/AIM_Auditability_Research_Log.md</code></p></td></tr><tr><td><p dir="ltr">loose files</p></td><td><p dir="ltr">~1.6 MB</p></td><td><p dir="ltr"><code>replication_summary.json</code>, <code>replication_summary_interim.json</code>, <code>grammar_mdl_seed11_070.json</code>, <code>objective_diagnostic.json</code>, <code>seed-0_full_baseline_console.log</code></p></td></tr></table><p dir="ltr">Total: 584 files, 4.7 GB uncompressed.</p><p dir="ltr">Per-directory role notes: <code>shared_multienv_gpi/</code> holds per-step trajectory traces, training-update ledgers, actor and training checkpoints, shared calibration, induced rule banks, and FQE critic checkpoints.
The legacy directories hold the single-seed AIM baseline, the grammar-merge and calibration sweeps, the private-target-game runs, and the repeatability verification.</p><p dir="ltr"><b>Ten files exceed GitHub's 100 MB per-file limit</b> (largest 391.5 MB); this is the reason for the two-track split. The largest offenders are <code>trajectory.jsonl</code> traces and <code>lossless_trace_grammar.json</code>, which compress by roughly 6.4x.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33970177.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science
- Inferred from text
- Reinforcement learning 77% · Tabular 65%
Provenance · 2 source records, 30 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33970177 | 8 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33970177 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:461105 | enrichment · figshare com | taxonomy-embedding@1.0.0 | title+keywords+description (77%) |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[modality].local:modality:tabular | enrichment · figshare com | keyword-concept-rules@1.0.0 | title+description (65%) |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |