Pith Number

pith:ISOQLNCU

pith:2024:ISOQLNCUDLP45METNVPW3YX56D

not attested not anchored not stored refs pending

The Performance of the LSTM-based Code Generated by Large Language Models (LLMs) in Forecasting Time Series Data

Akbar Siami Namin, Faranak Abri, Saroj Gopali, Sima Siami-Namini

arxiv:2411.18731 v1 · 2024-11-27 · cs.AI · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ISOQLNCUDLP45METNVPW3YX56D}

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.

Receipt and verification

First computed	2026-07-05T09:41:50.398914Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

449d05b4541adfceb0936d5f6de2fdf0e679db2885d6eb62ac217a7b4d99faa7

Aliases

arxiv: 2411.18731 · arxiv_version: 2411.18731v1 · doi: 10.48550/arxiv.2411.18731 · pith_short_12: ISOQLNCUDLP4 · pith_short_16: ISOQLNCUDLP45MET · pith_short_8: ISOQLNCU

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/ISOQLNCUDLP45METNVPW3YX56D \
  | 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: 449d05b4541adfceb0936d5f6de2fdf0e679db2885d6eb62ac217a7b4d99faa7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "65175995ff3b896becbbddf5085828a056daab5bc36ad2340f7c496d487248a4",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-27T20:18:36Z",
    "title_canon_sha256": "de4739380189f37e2289892becc5b2db41d57c9a10f1a9151261390990f7bbbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.18731",
    "kind": "arxiv",
    "version": 1
  }
}