pith. sign in
Pith Number

pith:QICNTCA4

pith:2026:QICNTCA4XBZMSYWOKFE7DD3Q7D
not attested not anchored not stored refs pending

How Helpful is LLM Assistance in Network Operations? A Case Study at a Large Demonstration Network

Koshi Eguchi, Ryo Nakamura

arxiv:2605.19627 v1 · 2026-05-19 · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{QICNTCA4XBZMSYWOKFE7DD3Q7D}

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 2026-05-20T01:05:54.834642Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8204d9881cb872c962ce5149f18f70f8d848acf84c664fcd4551c67ec2788046

Aliases

arxiv: 2605.19627 · arxiv_version: 2605.19627v1 · doi: 10.48550/arxiv.2605.19627 · pith_short_12: QICNTCA4XBZM · pith_short_16: QICNTCA4XBZMSYWO · pith_short_8: QICNTCA4
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/QICNTCA4XBZMSYWOKFE7DD3Q7D \
  | 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: 8204d9881cb872c962ce5149f18f70f8d848acf84c664fcd4551c67ec2788046
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "3b5e997a93bd54ab552fc401b7f9f827bd980a2dbcb5e6512d5d816a05bf55e2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NI",
    "submitted_at": "2026-05-19T10:06:02Z",
    "title_canon_sha256": "d8a5ed9f77a6e42e715949dd6bb975f5d2b3e2160d842a401b78b28772d9dea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.19627",
    "kind": "arxiv",
    "version": 1
  }
}