Pith Number

pith:7L6CYR3X

pith:2021:7L6CYR3XQIJXEVFTW2ZTBTT2WR

not attested not anchored not stored refs pending

Multi-Horizon Forecasting for Limit Order Books: Novel Deep Learning Approaches and Hardware Acceleration using Intelligent Processing Units

Stefan Zohren, Zihao Zhang

arxiv:2105.10430 v2 · 2021-05-21 · cs.LG · cs.NE · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7L6CYR3XQIJXEVFTW2ZTBTT2WR}

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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

Realised Volatility Forecasting: Machine Learning via Financial Word Embedding

Receipt and verification

First computed	2026-07-05T03:09:18.611310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fafc2c477782137254b3b6b330ce7ab4520cb560cfc6a5d96a0b02f4176e276a

Aliases

arxiv: 2105.10430 · arxiv_version: 2105.10430v2 · doi: 10.48550/arxiv.2105.10430 · pith_short_12: 7L6CYR3XQIJX · pith_short_16: 7L6CYR3XQIJXEVFT · pith_short_8: 7L6CYR3X

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/7L6CYR3XQIJXEVFTW2ZTBTT2WR \
  | 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: fafc2c477782137254b3b6b330ce7ab4520cb560cfc6a5d96a0b02f4176e276a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "678b9f2c700e0ccd409eeca863e46136d3bfb35293ac657f1c7c0660e18dff69",
    "cross_cats_sorted": [
      "cs.NE",
      "q-fin.TR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-21T16:06:41Z",
    "title_canon_sha256": "ffb85110ff80297758f498994d9d9e586e7722191488cadf3f77b198044425a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.10430",
    "kind": "arxiv",
    "version": 2
  }
}