Pith. sign in
Pith Number

pith:UICIBPCU

pith:2024:UICIBPCUL37L5E6DPJYBMMOHAL
not attested not anchored not stored refs pending

Higher Order Transformers: Enhancing Stock Movement Prediction On Multimodal Time-Series Data

Guillaume Rabusseau, Reihaneh Rabbany, Soroush Omranpour

arxiv:2412.10540 v1 · 2024-12-13 · cs.LG · q-fin.ST

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UICIBPCUL37L5E6DPJYBMMOHAL}

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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 2026-07-05T09:49:17.466711Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a20480bc545efebe93c37a701631c702eea10ae70bb7a27aa5a20505454c295b

Aliases

arxiv: 2412.10540 · arxiv_version: 2412.10540v1 · doi: 10.48550/arxiv.2412.10540 · pith_short_12: UICIBPCUL37L · pith_short_16: UICIBPCUL37L5E6D · pith_short_8: UICIBPCU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UICIBPCUL37L5E6DPJYBMMOHAL \
  | 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: a20480bc545efebe93c37a701631c702eea10ae70bb7a27aa5a20505454c295b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9bd54a799b427949d611408f3ca5842b5b65a0a2b477069ed2557b24210d0a47",
    "cross_cats_sorted": [
      "q-fin.ST"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-13T20:26:35Z",
    "title_canon_sha256": "1f06004e536f45e0902f35b53b1657092ace97939e7759ec711618ac9ca99e5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.10540",
    "kind": "arxiv",
    "version": 1
  }
}