Pith Number

pith:V4YVOV4P

pith:2019:V4YVOV4PYQVPQH6CR5EIILBBSK

not attested not anchored not stored refs pending

Using Deep Learning Neural Networks and Candlestick Chart Representation to Predict Stock Market

Kai-Lung Hua, Rosdyana Mangir Irawan Kusuma, Trang-Thi Ho, Wei-Chun Kao, Yu-Yen Ou

arxiv:1903.12258 v1 · 2019-02-26 · q-fin.GN · cs.LG · q-fin.ST · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{V4YVOV4PYQVPQH6CR5EIILBBSK}

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

Visual Chart Representations for Cryptocurrency Regime Prediction: A Systematic Deep Learning Study

Receipt and verification

First computed	2026-05-17T23:49:54.456732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af3157578fc42af81fc28f48842c21929bae9b2ad4cd2ad4f6e221535a8f68f8

Aliases

arxiv: 1903.12258 · arxiv_version: 1903.12258v1 · doi: 10.48550/arxiv.1903.12258 · pith_short_12: V4YVOV4PYQVP · pith_short_16: V4YVOV4PYQVPQH6C · pith_short_8: V4YVOV4P

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/V4YVOV4PYQVPQH6CR5EIILBBSK \
  | 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: af3157578fc42af81fc28f48842c21929bae9b2ad4cd2ad4f6e221535a8f68f8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59fb112fb8f667e624a1220933a4121fcf8fae1051d064e11425a1211ffcb734",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.ST",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.GN",
    "submitted_at": "2019-02-26T03:47:40Z",
    "title_canon_sha256": "34924728b9bf9f9bf82feda1798f4dc5453b3cfe53f06fa6dc8ce57a672a6de4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1903.12258",
    "kind": "arxiv",
    "version": 1
  }
}