pith. sign in
Pith Number

pith:JMJVM5SS

pith:2026:JMJVM5SSPMK7IIAKQDVBQMYCYT
not attested not anchored not stored refs pending

HyPOLE: Hyperproperty-Guided Multi-Agent Reinforcement Learning under Partial Observation

Arshia Rafieioskouei, Borzoo Bonakdarpour, Matthew Lucas, Tzu-Han Hsu

arxiv:2606.30966 v1 · 2026-06-29 · cs.AI · cs.LO · cs.MA

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JMJVM5SSPMK7IIAKQDVBQMYCYT}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

Record completeness

1 Bitcoin timestamp
2 Internet Archive
3 Author claim open · sign in to claim
4 Citations open
5 Replications open
Portable graph bundle live · download bundle · merged state
The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.
Receipt and verification
First computed 2026-07-01T00:17:22.953817Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4b135676527b15f4200a80ea183302c4c005d261c9ca539a8b95e04a37e7f284

Aliases

arxiv: 2606.30966 · arxiv_version: 2606.30966v1 · doi: 10.48550/arxiv.2606.30966 · pith_short_12: JMJVM5SSPMK7 · pith_short_16: JMJVM5SSPMK7IIAK · pith_short_8: JMJVM5SS
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JMJVM5SSPMK7IIAKQDVBQMYCYT \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 4b135676527b15f4200a80ea183302c4c005d261c9ca539a8b95e04a37e7f284
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "10727da90666c17d71a18437c34321122409d2aa16a0ae8740105773020cb63e",
    "cross_cats_sorted": [
      "cs.LO",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-29T23:03:05Z",
    "title_canon_sha256": "7b5a53a5db87b27b7af083b95cd7fc491756001afd0d5138982731e03c4354d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.30966",
    "kind": "arxiv",
    "version": 1
  }
}