Pith. sign in
Pith Number

pith:Z5RYM7XT

pith:2022:Z5RYM7XTOQDU7VYAEZ77KYIKNQ
not attested not anchored not stored refs pending

Structure-Enhanced DRL for Optimal Transmission Scheduling

Branka Vucetic, Daniel E. Quevedo, Jiazheng Chen, Saeed R. Khosravirad, Wanchun Liu, Yonghui Li

arxiv:2212.12704 v1 · 2022-12-24 · cs.IT · cs.AI · cs.LG · cs.SY · eess.SP · eess.SY · math.IT

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Z5RYM7XTOQDU7VYAEZ77KYIKNQ}

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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 2026-07-05T09:26:19.037076Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

cf63867ef374074fd700267ff5610a6c0184b85952dbaec4dccf50a065dae11a

Aliases

arxiv: 2212.12704 · arxiv_version: 2212.12704v1 · doi: 10.48550/arxiv.2212.12704 · pith_short_12: Z5RYM7XTOQDU · pith_short_16: Z5RYM7XTOQDU7VYA · pith_short_8: Z5RYM7XT
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Z5RYM7XTOQDU7VYAEZ77KYIKNQ \
  | 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: cf63867ef374074fd700267ff5610a6c0184b85952dbaec4dccf50a065dae11a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f513ffa5165ba3c66d483b0532e2fad5aea35fe8bdd80fea5435785e6e0fa10a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SP",
      "eess.SY",
      "math.IT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.IT",
    "submitted_at": "2022-12-24T10:18:38Z",
    "title_canon_sha256": "5f8bbd7ac0d109701f8c086ae66dcb1ffa45291a2b2b84c566918edff287686a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12704",
    "kind": "arxiv",
    "version": 1
  }
}