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Pith Number

pith:P7RO57BR

pith:2021:P7RO57BRAZGUTWGTZOQ355UFIM
not attested not anchored not stored refs pending

Scalable Traffic Signal Controls using Fog-Cloud Based Multiagent Reinforcement Learning

Paul (Young Joun) Ha, Runjia Du, Samuel Labi, Sikai Chen

arxiv:2110.05564 v1 · 2021-10-11 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{P7RO57BRAZGUTWGTZOQ355UFIM}

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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 2026-07-05T03:22:04.181997Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

7fe2eefc31064d49d8d3cba1bef685433069a47eb679bbdf1a8341da0a534bae

Aliases

arxiv: 2110.05564 · arxiv_version: 2110.05564v1 · doi: 10.48550/arxiv.2110.05564 · pith_short_12: P7RO57BRAZGU · pith_short_16: P7RO57BRAZGUTWGT · pith_short_8: P7RO57BR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/P7RO57BRAZGUTWGTZOQ355UFIM \
  | 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: 7fe2eefc31064d49d8d3cba1bef685433069a47eb679bbdf1a8341da0a534bae
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "44d967d405a148d421d142f0d4a4bfe868b01b8b2dd4791e2eeae5e8876988a3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-11T19:06:02Z",
    "title_canon_sha256": "eb39a0352b383418aac1750dc054ad8937da9d4509a27d3af539ad4e95d61c1e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.05564",
    "kind": "arxiv",
    "version": 1
  }
}