Pith Number

pith:QN2NZG6Y

pith:2018:QN2NZG6YNWDVHQ7ETAUK5FCE75

not attested not anchored not stored refs pending

Improving Long-Horizon Forecasts with Expectation-Biased LSTM Networks

Aya Abdelsalam Ismail, H\'ector Corrada Bravo, Timothy Wood

arxiv:1804.06776 v1 · 2018-04-18 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QN2NZG6YNWDVHQ7ETAUK5FCE75}

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	2026-05-18T00:18:05.759793Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8374dc9bd86d8753c3e49828ae9444ff484d9fd06de5e59e17f95b5fe2cc5316

Aliases

arxiv: 1804.06776 · arxiv_version: 1804.06776v1 · doi: 10.48550/arxiv.1804.06776 · pith_short_12: QN2NZG6YNWDV · pith_short_16: QN2NZG6YNWDVHQ7E · pith_short_8: QN2NZG6Y

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/QN2NZG6YNWDVHQ7ETAUK5FCE75 \
  | 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: 8374dc9bd86d8753c3e49828ae9444ff484d9fd06de5e59e17f95b5fe2cc5316

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe589c44cb4e9c2c7358826c561b3c6aec6c4b35b9e55332c13d819771fd54a7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-04-18T15:05:44Z",
    "title_canon_sha256": "5ac524ff6a70a98759d4d14d489eab0fc2b3e94afc463909734dea95f0907320"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1804.06776",
    "kind": "arxiv",
    "version": 1
  }
}