Pith Number

pith:ZVKZESOQ

pith:2019:ZVKZESOQ5M4JZCG2YEX5R5E5VN

not attested not anchored not stored refs pending

DSTP-RNN: a dual-stage two-phase attention-based recurrent neural networks for long-term and multivariate time series prediction

Chuanyang Gong, Ling Yang, Yeqi Liu, Yingyi Chen

arxiv:1904.07464 v1 · 2019-04-16 · 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{ZVKZESOQ5M4JZCG2YEX5R5E5VN}

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	2026-05-17T23:48:25.167506Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cd559249d0eb389c88dac12fd8f49dab49c1d1a5a97f774f78080e884a98850c

Aliases

arxiv: 1904.07464 · arxiv_version: 1904.07464v1 · doi: 10.48550/arxiv.1904.07464 · pith_short_12: ZVKZESOQ5M4J · pith_short_16: ZVKZESOQ5M4JZCG2 · pith_short_8: ZVKZESOQ

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/ZVKZESOQ5M4JZCG2YEX5R5E5VN \
  | 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: cd559249d0eb389c88dac12fd8f49dab49c1d1a5a97f774f78080e884a98850c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "740be6e719f286219562c921260fd18c9b3da04a60cd2c851f13ae3d5ccff62a",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-16T05:03:45Z",
    "title_canon_sha256": "45bca2b1fb9316f6049bf722dc6f3a8e7d54c4380abb60ae70ee6022f993bcfb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.07464",
    "kind": "arxiv",
    "version": 1
  }
}