Data · dataset · 2026
Heterogeneous Air-Combat Formation MARL Dataset: Full RAC-MAPPO Training and Paired-Seed Evaluation Logs from a JSBSim 6-DoF Testbed
Listed in ScienceDB
This dataset supports the paper "Role-Attentive Centralised Multi-AgentReinforcement Learning for Heterogeneous Air-Combat Formations".
Description
It containsthe complete training and evaluation logs produced on a JSBSim sixdegree-of-freedom testbed (data only; no figures, no model weights):(1) training logs and 100-episode paired-seed evaluation records of RAC-MAPPOand all baselines (MAPPO, IPPO, HAPPO, MAT, QMIX, ROMA, RODE, HASAC) againsta four-level scripted adversary ladder (L1-L4);(2) full ablation runs (team reward, curriculum, set-attention critic, roleembedding, parameter sharing, Pk-aware fire gate);(3) generalisation (unseen geometry/equipment), scalability (3v2/6v6zero-shot, fine-tuning, from-scratch), self-play control, and point-massfidelity-control experiments;(4) step-by-step combat trajectory records with flight parameters (altitude,Mach, angle of attack, load factor, specific energy).All evaluations follow a paired-seed protocol; every number in the paper'stables and figures can be independently recomputed from this dataset.Format: JSONL/JSON, 909 files in 163 experiment directories.
Links
Where it is published
- DOI doi.org/10.57760/sciencedb.00zq1 ↗
DOI / persistent id · from scidb cn
Catalogue records · 1
- OAI-PMH record scidb.cn/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=10.57760%2… ↗
metadata API · from scidb cn
Topics
- From keywords
- Earth & Environmental Science · Engineering · Humanities · Life Sciences · Social Science
- Inferred from text
- Aerospace engineering 70%
Provenance · 1 source records, 11 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| ScienceDB | 10.57760/sciencedb.00zq1 | 8 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].anzsrc:group:4001 | enrichment · scidb cn | taxonomy-embedding@1.0.0 | title+keywords+description (70%) |
| concepts[field].local:field:earth-environmental | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:engineering | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:humanities | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| concepts[field].local:field:social-science | mapping · scidb cn | connector:scidb_cn@1.0.0 | |
| description | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/description |
| license | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/rights |
| publication_date | source · scidb cn | connector:scidb_cn@1.0.0 | |
| title | source · scidb cn | connector:scidb_cn@1.0.0 | /metadata/dc/title |