Pith Number

pith:RRT2FTVP

pith:2022:RRT2FTVPZQ4QS6IMFGSCPF2PKL

not attested not anchored not stored refs pending

Dual-CLVSA: a Novel Deep Learning Approach to Predict Financial Markets with Sentiment Measurements

Benyuan Liu, Hongwei Zhu, Jiancheng Shen, Jia Wang, Yu Cao

arxiv:2202.03158 v1 · 2022-01-27 · 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{RRT2FTVPZQ4QS6IMFGSCPF2PKL}

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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.

Receipt and verification

First computed	2026-07-05T03:55:20.320330Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8c67a2ceafcc3909790c29a427974f52c00e19c80e86dc196c4fad856f392dd2

Aliases

arxiv: 2202.03158 · arxiv_version: 2202.03158v1 · doi: 10.48550/arxiv.2202.03158 · pith_short_12: RRT2FTVPZQ4Q · pith_short_16: RRT2FTVPZQ4QS6IM · pith_short_8: RRT2FTVP

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/RRT2FTVPZQ4QS6IMFGSCPF2PKL \
  | 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: 8c67a2ceafcc3909790c29a427974f52c00e19c80e86dc196c4fad856f392dd2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b819b686e0bde0a034fe6d2c9b2fb832a25ef3821e31c4b9333dcc2085a31bc9",
    "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": "2022-01-27T20:32:46Z",
    "title_canon_sha256": "5335d5ccf5bda9fc4d51f333c4296778bf4ece40c046afe90bd64f835099a5ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.03158",
    "kind": "arxiv",
    "version": 1
  }
}