Pith Number

pith:NUHPJFNM

pith:2023:NUHPJFNM2JQ55L7JNGDOG2C3M3

not attested not anchored not stored refs pending

ST-MLP: A Cascaded Spatio-Temporal Linear Framework with Channel-Independence Strategy for Traffic Forecasting

H. Vincent Poor, John Mulvey, Nam H. Nguyen, Peng Sun, Yuqi Nie, Zepu Wang

arxiv:2308.07496 v1 · 2023-08-14 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NUHPJFNM2JQ55L7JNGDOG2C3M3}

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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.

Cited by

1 paper in Pith

Channel-Independent Federated Traffic Prediction

Receipt and verification

First computed	2026-07-05T06:41:26.523978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d0ef495acd261deafe96986e3685b66ef05915dae69e7c92709d8c6b655c27b

Aliases

arxiv: 2308.07496 · arxiv_version: 2308.07496v1 · doi: 10.48550/arxiv.2308.07496 · pith_short_12: NUHPJFNM2JQ5 · pith_short_16: NUHPJFNM2JQ55L7J · pith_short_8: NUHPJFNM

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/NUHPJFNM2JQ55L7JNGDOG2C3M3 \
  | 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: 6d0ef495acd261deafe96986e3685b66ef05915dae69e7c92709d8c6b655c27b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "88ba8fb5736e6d60acd9b120563aaf3857e7498138d62f0e6d6a4b5a147b4e71",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-14T23:34:59Z",
    "title_canon_sha256": "f5f570efd6ef28a1d04c1471b25f585d104dc24ce65a887712c745c387239bfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07496",
    "kind": "arxiv",
    "version": 1
  }
}