Pith Number

pith:ZHVMU5YT

pith:2021:ZHVMU5YTEHVP44QDA4RHKYZ4SZ

not attested not anchored not stored refs pending

CLVSA: A Convolutional LSTM Based Variational Sequence-to-Sequence Model with Attention for Predicting Trends of Financial Markets

Benyuan Liu, Hongwei Zhu, Jia Wang, Tong Sun, Yu Cao

arxiv:2104.04041 v1 · 2021-04-08 · q-fin.ST · cs.LG · q-fin.CP · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZHVMU5YTEHVP44QDA4RHKYZ4SZ}

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	2026-07-05T03:52:12.544868Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9eaca771321eafe7203072275633c965aef8f029a5c19b4aad948027b74b434

Aliases

arxiv: 2104.04041 · arxiv_version: 2104.04041v1 · doi: 10.48550/arxiv.2104.04041 · pith_short_12: ZHVMU5YTEHVP · pith_short_16: ZHVMU5YTEHVP44QD · pith_short_8: ZHVMU5YT

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/ZHVMU5YTEHVP44QDA4RHKYZ4SZ \
  | 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: c9eaca771321eafe7203072275633c965aef8f029a5c19b4aad948027b74b434

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad7a017559065996b26dee6c5a262d29409460a2698bd0e445102c82fed04e23",
    "cross_cats_sorted": [
      "cs.LG",
      "q-fin.CP",
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "q-fin.ST",
    "submitted_at": "2021-04-08T20:31:04Z",
    "title_canon_sha256": "49572541cdf6af96b37011cf4ed113a08f1bb025d000e4c6f173286752bd37ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.04041",
    "kind": "arxiv",
    "version": 1
  }
}