Pith Number

pith:VEQ2OOE7

pith:2023:VEQ2OOE7DUYHDCQS6LTU7TNUII

not attested not anchored not stored refs pending

ChatGPT Informed Graph Neural Network for Stock Movement Prediction

Cheng Lu, Di Zhu, Jialu Yuan, Lei Nico Zheng, Zihan Chen

arxiv:2306.03763 v4 · 2023-05-28 · q-fin.ST · cs.AI · cs.CL · cs.LG · q-fin.CP

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VEQ2OOE7DUYHDCQS6LTU7TNUII}

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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

5 papers in Pith

FundaPod: A Multi-Persona Agent Pod Platform with Knowledge Graph Memory for AI-Assisted Fundamental Investment Research

Bridging Language Models and Financial Analysis

Agent-Based Post-Hoc Correction of Agricultural Yield Forecasts

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

A Review of Large Language Models for Stock Price Forecasting from a Hedge-Fund Perspective

Receipt and verification

First computed	2026-07-05T06:51:48.564270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a921a7389f1d30718a12f2e74fcdb4421cadcfcae49b848096f13edeba1112cf

Aliases

arxiv: 2306.03763 · arxiv_version: 2306.03763v4 · doi: 10.48550/arxiv.2306.03763 · pith_short_12: VEQ2OOE7DUYH · pith_short_16: VEQ2OOE7DUYHDCQS · pith_short_8: VEQ2OOE7

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/VEQ2OOE7DUYHDCQS6LTU7TNUII \
  | 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: a921a7389f1d30718a12f2e74fcdb4421cadcfcae49b848096f13edeba1112cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "58fcb4d6575712714e51c50e63eab226792a6c430c171e61ad52c3268c9ec262",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG",
      "q-fin.CP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2023-05-28T21:11:59Z",
    "title_canon_sha256": "5b60d9a72d7f359c4ceee3fe4454a58ae0c5eca28488478bc26f67dcda3c0b96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03763",
    "kind": "arxiv",
    "version": 4
  }
}