Pith Number

pith:IT6GZKJF

pith:2021:IT6GZKJFFRGCD3LAVF4XLVJEMN

not attested not anchored not stored refs pending

A Survey of Forex and Stock Price Prediction Using Deep Learning

Matloob Khushi, Yiqi Zhao, Zexin Hu

arxiv:2103.09750 v1 · 2021-03-13 · 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{IT6GZKJFFRGCD3LAVF4XLVJEMN}

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

Hidformer: Transformer-Style Neural Network in Stock Price Forecasting

Receipt and verification

First computed	2026-07-05T02:24:06.966242Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

44fc6ca9252c4c21ed60a97975d524636872a68ed80f31f43b0e888b0eaac6a7

Aliases

arxiv: 2103.09750 · arxiv_version: 2103.09750v1 · doi: 10.48550/arxiv.2103.09750 · pith_short_12: IT6GZKJFFRGC · pith_short_16: IT6GZKJFFRGCD3LA · pith_short_8: IT6GZKJF

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/IT6GZKJFFRGCD3LAVF4XLVJEMN \
  | 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: 44fc6ca9252c4c21ed60a97975d524636872a68ed80f31f43b0e888b0eaac6a7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d7a2f4944094bcda4f9def1476510912943c3a0e5918d67f69545af905fcbf75",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2021-03-13T03:45:25Z",
    "title_canon_sha256": "cfeb2d8d06e7485860dd37d6c44d75a3bcbde417d111725e008c91595f312d2a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.09750",
    "kind": "arxiv",
    "version": 1
  }
}