Pith. sign in
Pith Number

pith:XSTD7BJF

pith:2023:XSTD7BJFFDZH3ER5SXF5IFUJQP
not attested not anchored not stored refs pending

Optimal Control of Logically Constrained Partially Observable and Multi-Agent Markov Decision Processes

Ashutosh Nayyar, Dhruva Kartik, Dongming Shen, Krishna C. Kalagarla, Pierluigi Nuzzo, Rahul Jain

arxiv:2305.14736 v3 · 2023-05-24 · cs.AI · cs.FL · cs.SY · eess.SY

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{XSTD7BJFFDZH3ER5SXF5IFUJQP}

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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 2026-07-05T08:34:03.332783Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

bca63f852528f27d923d95cbd4168983e17b93afeef48d5636e5416237b00bc6

Aliases

arxiv: 2305.14736 · arxiv_version: 2305.14736v3 · doi: 10.48550/arxiv.2305.14736 · pith_short_12: XSTD7BJFFDZH · pith_short_16: XSTD7BJFFDZH3ER5 · pith_short_8: XSTD7BJF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/XSTD7BJFFDZH3ER5SXF5IFUJQP \
  | 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: bca63f852528f27d923d95cbd4168983e17b93afeef48d5636e5416237b00bc6
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "fc92ab2550d1a87736ff71ef1b8bf5398586396ec9fb401069c0c3f2a49a760a",
    "cross_cats_sorted": [
      "cs.FL",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-05-24T05:15:36Z",
    "title_canon_sha256": "69b7fef4f0381e374bff1b51dc2214e4f7403744cb180c8570d6f1555426f3e2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.14736",
    "kind": "arxiv",
    "version": 3
  }
}