pith. sign in
Pith Number

pith:Q4UF6BRO

pith:2026:Q4UF6BROA6BKVZKZ5URYJWKPVW
not attested not anchored not stored refs pending

Efficient Traffic Prediction at Scale: A Systematic Study of STGCN Architectural Depth

Constantinos Antoniou, Jiwon Kim, Mohamed Abouelela, Soban Nasir Lone, Taeyoung Yu

arxiv:2606.09539 v1 · 2026-06-08 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Q4UF6BROA6BKVZKZ5URYJWKPVW}

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 2026-06-09T02:08:54.010107Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

87285f062e0782aae559ed2384d94fad9bd6e8718d912d08818820cc8c72b9ae

Aliases

arxiv: 2606.09539 · arxiv_version: 2606.09539v1 · doi: 10.48550/arxiv.2606.09539 · pith_short_12: Q4UF6BROA6BK · pith_short_16: Q4UF6BROA6BKVZKZ · pith_short_8: Q4UF6BRO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Q4UF6BROA6BKVZKZ5URYJWKPVW \
  | 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: 87285f062e0782aae559ed2384d94fad9bd6e8718d912d08818820cc8c72b9ae
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b8c2b46aad58d276df51b5222c961f409166e9e3ea7ef87a84dc947966bc4e36",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-08T14:23:56Z",
    "title_canon_sha256": "896bcf3ca310512f2969b9a1b38c98a7d781bf967d53b90b248ca7860efa7ee6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09539",
    "kind": "arxiv",
    "version": 1
  }
}