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Pith Number

pith:TWHAHW4M

pith:2024:TWHAHW4MD34JR3UCYJDQKETOXA
not attested not anchored not stored refs pending

Optimizing Time Series Forecasting: A Comparative Study of Adam and Nesterov Accelerated Gradient on LSTM and GRU networks Using Stock Market data

Ahmad Makinde

arxiv:2410.01843 v1 · 2024-09-28 · q-fin.ST

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\usepackage{pith}
\pithnumber{TWHAHW4MD34JR3UCYJDQKETOXA}

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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

Receipt and verification
First computed 2026-07-05T09:14:56.592832Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

9d8e03db8c1ef898ee82c24705126eb8178c911236198d9ed3bd83e0e3146692

Aliases

arxiv: 2410.01843 · arxiv_version: 2410.01843v1 · doi: 10.48550/arxiv.2410.01843 · pith_short_12: TWHAHW4MD34J · pith_short_16: TWHAHW4MD34JR3UC · pith_short_8: TWHAHW4M
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/TWHAHW4MD34JR3UCYJDQKETOXA \
  | 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: 9d8e03db8c1ef898ee82c24705126eb8178c911236198d9ed3bd83e0e3146692
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c57d60bf056a33a0495e72f3e214e72094e5f5be76a70c0c3edff78bb216c482",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2024-09-28T08:35:19Z",
    "title_canon_sha256": "2c74bc496eba2120a4880c71c9ec95f2c566ca24311c0ef5f7368877051ddc85"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01843",
    "kind": "arxiv",
    "version": 1
  }
}