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CHAMBER-Bench v1.0 chamber-bench-reference-trajectories (4 changed files)
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{
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"@type": "sc:Dataset",
"name": "chamber-bench-reference-trajectories",
"description": "The reference and probe episodes for CHAMBER-Bench v1.0: the behavioural fingerprint probe bundles for every partner-set member (including the dropped-candidates record) and the power-pilot bundles (the preregistered exploratory runs that sized the campaigns' episode counts). Each is an ADR-028 verifiable bundle tree.",
"conformsTo": "http://mlcommons.org/croissant/1.0",
"license": "https://www.apache.org/licenses/LICENSE-2.0",
"url": "https://huggingface.co/datasets/fsafaei/chamber-bench-reference-trajectories",
"version": "1.0.0",
"citeAs": "Safaei, F. (2026). CONCERTO and CHAMBER: Contact-rich Coordination with Opaque, Heterogeneous Teammates. Zenodo. https://doi.org/10.5281/zenodo.20128468",
"creator": {
"@type": "sc:Person",
"name": "Farhad Safaei",
"email": "cooperative.physical.ai@gmail.com"
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"datePublished": "2026-07-06",
"rai:dataCollection": "Every record was generated in simulation (ManiSkill v3 / SAPIEN, plus one CPU diagnostic task) by the evaluation tooling committed in the fsafaei/concerto repository, under preregistered specifications locked with signed git tags before the runs. Each result bundle records the producing command, git commit, dependency-lock hash, platform fingerprint, and seed schedule, and passes the chamber-eval verify integrity and recomputation checks.",
"rai:dataCollectionType": "Machine Generated",
"rai:personalSensitiveInformation": "None. The data contains no people, no personal data, no customer or workplace data; every byte is simulator or tooling output.",
"rai:dataLimitations": "Simulation only (no real-robot data); exactly two agents per task; only the embodiments named in the task cards; measured heterogeneity effects on co-carry are null so far, so the data supports ad-hoc-teamwork competence claims, not heterogeneity-robustness claims; no vision-based partners in v1.0.",
"rai:dataBiases": "Probe episodes use the preregistered probe grid and the scripted reference ego; power pilots cover the rows the campaign preregistration named for sizing (run_purpose: power, excluded from every leaderboard manifest by rule).",
"rai:dataUseCases": "Auditing partner identity and competence floors; regression-testing partner behaviour against committed fingerprints; auditing the power analysis behind the campaigns' preregistered episode counts.",
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