Pith. sign in
Pith Number

pith:MJWGMT7Z

pith:2025:MJWGMT7ZA5OZFSZOYIS2QPPK67
not attested not anchored not stored refs pending

MIGT: Memory Instance Gated Transformer Framework for Financial Portfolio Management

\'Angel Garc\'ia-Fern\'andez, Angelos Stefanidis, Fengchen Gu, Huakang Li, Jionglong Su

arxiv:2502.07280 v1 · 2025-02-11 · cs.LG · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MJWGMT7ZA5OZFSZOYIS2QPPK67}

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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 2026-07-05T10:12:35.217059Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

626c664ff9075d92cb2ec225a83deaf7d609f1224dceb8162d0bf5ad484b405c

Aliases

arxiv: 2502.07280 · arxiv_version: 2502.07280v1 · doi: 10.48550/arxiv.2502.07280 · pith_short_12: MJWGMT7ZA5OZ · pith_short_16: MJWGMT7ZA5OZFSZO · pith_short_8: MJWGMT7Z
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MJWGMT7ZA5OZFSZOYIS2QPPK67 \
  | 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: 626c664ff9075d92cb2ec225a83deaf7d609f1224dceb8162d0bf5ad484b405c
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0eec871507e656c5300d8c96b59cffb1ea075a635e344ca11ff436fb0c08b94d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T05:54:42Z",
    "title_canon_sha256": "df313be6f4b008790d0845e7d84ef8852ddac49980ee805ad1515278605ddeb1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07280",
    "kind": "arxiv",
    "version": 1
  }
}