Pith Number

pith:GPYCAIV2

pith:2022:GPYCAIV2S6EYDCAGEKWBJZOKPI

not attested not anchored not stored refs pending

Do Deep Learning Models and News Headlines Outperform Conventional Prediction Techniques on Forex Data?

Bharath Kumar Bolla, Sucharita Atha

arxiv:2205.10743 v1 · 2022-05-22 · cs.LG · 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{GPYCAIV2S6EYDCAGEKWBJZOKPI}

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	2026-07-05T04:25:23.108487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33f02022ba978981880622ac14e5ca7a1244272f7cc287fdaf5bbafc2745ca79

Aliases

arxiv: 2205.10743 · arxiv_version: 2205.10743v1 · doi: 10.48550/arxiv.2205.10743 · pith_short_12: GPYCAIV2S6EY · pith_short_16: GPYCAIV2S6EYDCAG · pith_short_8: GPYCAIV2

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/GPYCAIV2S6EYDCAGEKWBJZOKPI \
  | 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: 33f02022ba978981880622ac14e5ca7a1244272f7cc287fdaf5bbafc2745ca79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30eb6179a74ba21726033643e2bf7d9886c5c5268ca499d2f3049c186dbbec09",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-22T05:05:31Z",
    "title_canon_sha256": "d26068ecd86ac356f3ceab00295bd891f06cacc8d9c2b6e0e7db7dfcdf2bf88b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.10743",
    "kind": "arxiv",
    "version": 1
  }
}