Pith Number

pith:4FCMBXGO

pith:2025:4FCMBXGOODN32B2JI5PV4MLDDU

not attested not anchored not stored refs pending

ST-Hyper: Learning High-Order Dependencies Across Multiple Spatial-Temporal Scales for Multivariate Time Series Forecasting

Binqing Wu, Jianlong Huang, Ling Chen, Zongjiang Shang

arxiv:2509.02217 v1 · 2025-09-02 · 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{4FCMBXGOODN32B2JI5PV4MLDDU}

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.

Cited by

1 paper in Pith

MillGNN: Learning Multi-Scale Lead-Lag Dependencies for Multi-Variate Time Series Forecasting

Receipt and verification

First computed	2026-07-05T12:03:34.268311Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e144c0dcce70dbbd0749475f5e31631d242743203a1e15ecb2b69ca19199f0be

Aliases

arxiv: 2509.02217 · arxiv_version: 2509.02217v1 · doi: 10.48550/arxiv.2509.02217 · pith_short_12: 4FCMBXGOODN3 · pith_short_16: 4FCMBXGOODN32B2J · pith_short_8: 4FCMBXGO

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/4FCMBXGOODN32B2JI5PV4MLDDU \
  | 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: e144c0dcce70dbbd0749475f5e31631d242743203a1e15ecb2b69ca19199f0be

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f17e35eda8ba1784614832690f723c74dfde145c82c1ac54b29b63e6800c3b0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-02T11:37:08Z",
    "title_canon_sha256": "ad88927641cc6206d2f15fcf412845394d5e162d7b16e1c9b9e85512120a5a7b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.02217",
    "kind": "arxiv",
    "version": 1
  }
}