pith. sign in
Pith Number

pith:RLXEAT74

pith:2023:RLXEAT742PAOQZGUCQU4FKRAT4
not attested not anchored not stored refs pending

Modality-aware Transformer for Financial Time series Forecasting

Hajar Emami, Petros Zerfos, Xuan-Hong Dang, Yousaf Shah

arxiv:2310.01232 v2 · 2023-10-02 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RLXEAT742PAOQZGUCQU4FKRAT4}

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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 2026-07-05T07:58:45.220592Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8aee404ffcd3c0e864d41429c2aa209f3f2ca48ce66d9bf6fc32d525e689e377

Aliases

arxiv: 2310.01232 · arxiv_version: 2310.01232v2 · doi: 10.48550/arxiv.2310.01232 · pith_short_12: RLXEAT742PAO · pith_short_16: RLXEAT742PAOQZGU · pith_short_8: RLXEAT74
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RLXEAT742PAOQZGUCQU4FKRAT4 \
  | 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: 8aee404ffcd3c0e864d41429c2aa209f3f2ca48ce66d9bf6fc32d525e689e377
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1d7744bbb8aa85f46eef75035f45fe615c11fbe4fdceb0eae5b84a45628460d8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T14:22:41Z",
    "title_canon_sha256": "e48362ab8686c230a07f0f003c7ff427e29f7bbdf05a7406533463e0326e4ad8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.01232",
    "kind": "arxiv",
    "version": 2
  }
}