Pith. sign in
Pith Number

pith:54YWR2WY

pith:2023:54YWR2WYSASIH7IETR4ZLWGRTR
not attested not anchored not stored refs pending

QoT estimation using EGN-assisted machine learning for multi-period network planning

Carmen Mas-Machuca, Helmut Griesser, Jasper M\"uller, J\"org-Peter Elbers, Sai Kireet Patri, Tobias Fehenberger

arxiv:2305.07332 v1 · 2023-05-12 · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{54YWR2WYSASIH7IETR4ZLWGRTR}

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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 2026-07-05T06:09:34.183796Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ef3168ead8902483fd049c7995d8d19c41d16898c87dc79438383cb8c8ff335f

Aliases

arxiv: 2305.07332 · arxiv_version: 2305.07332v1 · doi: 10.48550/arxiv.2305.07332 · pith_short_12: 54YWR2WYSASI · pith_short_16: 54YWR2WYSASIH7IE · pith_short_8: 54YWR2WY
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/54YWR2WYSASIH7IETR4ZLWGRTR \
  | 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: ef3168ead8902483fd049c7995d8d19c41d16898c87dc79438383cb8c8ff335f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e9c85910dd155d1f1c59338e0439c8882477d27f38234334b41491b10e719dbc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2023-05-12T09:21:21Z",
    "title_canon_sha256": "7cc8af158920f9417b119d37c041c59e4fcd8e4be37ad748b235b2c420415275"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.07332",
    "kind": "arxiv",
    "version": 1
  }
}