Pith Number

pith:PTU7EKBX

pith:2025:PTU7EKBXJT6ILEJLVD3X7AWADE

not attested not anchored not stored refs pending

NGAT: A Node-level Graph Attention Network for Long-term Stock Prediction

Mingchuan Zhao, Ruihai Dong, Valerio Poti, Yingjie Niu

arxiv:2507.02018 v1 · 2025-07-02 · q-fin.ST · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PTU7EKBXJT6ILEJLVD3X7AWADE}

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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

Relational Probing: LM-to-Graph Adaptation for Financial Prediction

Receipt and verification

First computed	2026-07-05T11:31:10.722029Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ce9f228374cfc85912ba8f77f82c01933451c6d20617c60a64eddfa7bbea968

Aliases

arxiv: 2507.02018 · arxiv_version: 2507.02018v1 · doi: 10.48550/arxiv.2507.02018 · pith_short_12: PTU7EKBXJT6I · pith_short_16: PTU7EKBXJT6ILEJL · pith_short_8: PTU7EKBX

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/PTU7EKBXJT6ILEJLVD3X7AWADE \
  | 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: 7ce9f228374cfc85912ba8f77f82c01933451c6d20617c60a64eddfa7bbea968

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b7cf4a1507f08ff177248430e8a092dd9da236f01f18968b2dbffe3f4ce23df7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2025-07-02T13:59:46Z",
    "title_canon_sha256": "9b319d0ed73e5448d8d24cecfadb54593ee75a8e84998e5cea7898cd60977ce7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.02018",
    "kind": "arxiv",
    "version": 1
  }
}