Pith. sign in
Pith Number

pith:FPHHNAUX

pith:2025:FPHHNAUXKGEDLRCG7RT7JZ7MZR
not attested not anchored not stored refs pending

CAMEF: Causal-Augmented Multi-Modality Event-Driven Financial Forecasting by Integrating Time Series Patterns and Salient Macroeconomic Announcements

Jie Xiong, Jun Wang, Qiang Ma, Wenbo Yang, Yang Zhang

arxiv:2502.04592 v3 · 2025-02-07 · cs.LG · cs.AI · cs.CE · cs.IR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{FPHHNAUXKGEDLRCG7RT7JZ7MZR}

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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 2026-07-05T11:50:30.947685Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

2bce768297518835c446fc67f4e7eccc54486f72a626e5651bd283509c1eba4f

Aliases

arxiv: 2502.04592 · arxiv_version: 2502.04592v3 · doi: 10.48550/arxiv.2502.04592 · pith_short_12: FPHHNAUXKGED · pith_short_16: FPHHNAUXKGEDLRCG · pith_short_8: FPHHNAUX
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/FPHHNAUXKGEDLRCG7RT7JZ7MZR \
  | 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: 2bce768297518835c446fc67f4e7eccc54486f72a626e5651bd283509c1eba4f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1af1ce996bbf21ad5695930a7cf592dbb26aff63ebc3797866ca3731a547b61a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CE",
      "cs.IR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-07T00:55:25Z",
    "title_canon_sha256": "4e2cdda4006d08ac9e76136ffba4c766063898c9423e573a49cee122dea7f33d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.04592",
    "kind": "arxiv",
    "version": 3
  }
}