Pith Number

pith:LMKASGAM

pith:2023:LMKASGAM5OWCIO46SBJ7H6ZEUI

not attested not anchored not stored refs pending

Financial Time Series Forecasting using CNN and Transformer

Manuela Veloso, Rachneet Kaur, Saba Rahimi, Suchetha Siddagangappa, Tucker Balch, Zhen Zeng

arxiv:2304.04912 v1 · 2023-04-11 · cs.LG · cs.AI · econ.EM · q-fin.CP

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMKASGAM5OWCIO46SBJ7H6ZEUI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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	2026-07-05T05:59:53.043612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b1409180cebac243b9e9053f3fb24a21920e4d7be4aa06cfcce57d7c3095fa5

Aliases

arxiv: 2304.04912 · arxiv_version: 2304.04912v1 · doi: 10.48550/arxiv.2304.04912 · pith_short_12: LMKASGAM5OWC · pith_short_16: LMKASGAM5OWCIO46 · pith_short_8: LMKASGAM

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/LMKASGAM5OWCIO46SBJ7H6ZEUI \
  | 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: 5b1409180cebac243b9e9053f3fb24a21920e4d7be4aa06cfcce57d7c3095fa5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bccc57b3dd694bd2bc6ae154780035d8c99264fde6c7f6b799144ba3e2f1a37e",
    "cross_cats_sorted": [
      "cs.AI",
      "econ.EM",
      "q-fin.CP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-11T00:56:57Z",
    "title_canon_sha256": "400e56995bf5b37472dbf32c22853dc69685af993cd9ecb4388ead34c1db2c96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.04912",
    "kind": "arxiv",
    "version": 1
  }
}