Pith Number

pith:NI4HFBST

pith:2024:NI4HFBSTIOZ4O7AEP2H2TDAOEL

not attested not anchored not stored refs pending

EUR/USD Exchange Rate Forecasting incorporating Text Mining Based on Pre-trained Language Models and Deep Learning Methods

Bahiah A Malek, Deshinta Arrova Dewi, Hongcheng Ding, Ruiting Deng, Salaar Faroog, Shamsul Nahar Abdullah, Xiangyu Shi

arxiv:2411.07560 v2 · 2024-11-12 · cs.CE · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NI4HFBSTIOZ4O7AEP2H2TDAOEL}

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	2026-07-05T11:28:12.268490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a3872865343b3c77c047e8fa98c0e22ca4e85386b2a80ff730b6308d812697c

Aliases

arxiv: 2411.07560 · arxiv_version: 2411.07560v2 · doi: 10.48550/arxiv.2411.07560 · pith_short_12: NI4HFBSTIOZ4 · pith_short_16: NI4HFBSTIOZ4O7AE · pith_short_8: NI4HFBST

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/NI4HFBSTIOZ4O7AEP2H2TDAOEL \
  | 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: 6a3872865343b3c77c047e8fa98c0e22ca4e85386b2a80ff730b6308d812697c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6ac8b49820199395b2b3d71f45f59fa0c6f8ac9a094243188df9631ce167979",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CE",
    "submitted_at": "2024-11-12T05:28:52Z",
    "title_canon_sha256": "64fe2133c9de9d78dd669f8b8b6ccba85c8f117ff4565b9dafef7f2329dc83f9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.07560",
    "kind": "arxiv",
    "version": 2
  }
}