Pith Number

pith:I7CFW5NR

pith:2019:I7CFW5NRCHLXXIT6EDK2YA3LLW

not attested not anchored not stored refs pending

Exploring Graph Neural Networks for Stock Market Predictions with Rolling Window Analysis

Daiki Matsunaga, Toshihiro Takahashi, Toyotaro Suzumura

arxiv:1909.10660 v3 · 2019-09-24 · cs.LG · q-fin.ST

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{I7CFW5NRCHLXXIT6EDK2YA3LLW}

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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

Fraud Detection in Cryptocurrency Markets with Spatio-Temporal Graph Neural Networks

Receipt and verification

First computed	2026-07-05T00:22:41.709833Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

47c45b75b111d77ba27e20d5ac036b5d810d429848f90505acaf5fba16113b6d

Aliases

arxiv: 1909.10660 · arxiv_version: 1909.10660v3 · doi: 10.48550/arxiv.1909.10660 · pith_short_12: I7CFW5NRCHLX · pith_short_16: I7CFW5NRCHLXXIT6 · pith_short_8: I7CFW5NR

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/I7CFW5NRCHLXXIT6EDK2YA3LLW \
  | 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: 47c45b75b111d77ba27e20d5ac036b5d810d429848f90505acaf5fba16113b6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f84a662536e011752c86bc02b456a9eaec0fb4bd2318c9ac7300913c4970c48f",
    "cross_cats_sorted": [
      "q-fin.ST"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-24T00:19:32Z",
    "title_canon_sha256": "99ff396367157dbb30203d4dd50f21f16fd255ba2fc8450ac788c24c340d5592"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.10660",
    "kind": "arxiv",
    "version": 3
  }
}