Pith Number

pith:T4VLUSTV

pith:2025:T4VLUSTVQFE7I46LQERMIYZMST

not attested not anchored not stored refs pending

A Novel Hybrid Approach Using an Attention-Based Transformer + GRU Model for Predicting Cryptocurrency Prices

C. Martin-Barreiro, Esam Mahdi, X. Cabezas

arxiv:2504.17079 v2 · 2025-04-23 · cs.LG · stat.AP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T4VLUSTVQFE7I46LQERMIYZMST}

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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

crypto price prediction using lstm+xgboost

Receipt and verification

First computed	2026-07-05T10:56:17.854918Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9f2aba4a758149f473cb8122c4632c94e626abd82249905644aa4cae075f0515

Aliases

arxiv: 2504.17079 · arxiv_version: 2504.17079v2 · doi: 10.48550/arxiv.2504.17079 · pith_short_12: T4VLUSTVQFE7 · pith_short_16: T4VLUSTVQFE7I46L · pith_short_8: T4VLUSTV

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/T4VLUSTVQFE7I46LQERMIYZMST \
  | 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: 9f2aba4a758149f473cb8122c4632c94e626abd82249905644aa4cae075f0515

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "847edaefd577b2e40e33ed07123490f5d8f80e8d0e1547c0a4c5b8753b1388b1",
    "cross_cats_sorted": [
      "stat.AP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-23T20:00:47Z",
    "title_canon_sha256": "1ab5cc46cb180e180457143984c675cae6dc46e16403648110243d9d8cc9b035"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.17079",
    "kind": "arxiv",
    "version": 2
  }
}