Pith Number

pith:EFKDZYPT

pith:2019:EFKDZYPT2N63TPIUQVM6PXM252

not attested not anchored not stored refs pending

Generative Adversarial Networks for Financial Trading Strategies Fine-Tuning and Combination

Adriano Koshiyama, Nick Firoozye, Philip Treleaven

arxiv:1901.01751 v3 · 2019-01-07 · cs.LG · q-fin.PM · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EFKDZYPT2N63TPIUQVM6PXM252}

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	2026-05-17T23:49:50.269238Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21543ce1f3d37db9bd148559e7dd9aeeae2f012ca2a696e35eddf5fb6bb54fba

Aliases

arxiv: 1901.01751 · arxiv_version: 1901.01751v3 · doi: 10.48550/arxiv.1901.01751 · pith_short_12: EFKDZYPT2N63 · pith_short_16: EFKDZYPT2N63TPIU · pith_short_8: EFKDZYPT

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/EFKDZYPT2N63TPIUQVM6PXM252 \
  | 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: 21543ce1f3d37db9bd148559e7dd9aeeae2f012ca2a696e35eddf5fb6bb54fba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "32ad00eed63b4d222c3204f55db977391bd91e7b621fc2b1dfd539ab8b552541",
    "cross_cats_sorted": [
      "q-fin.PM",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-07T11:19:31Z",
    "title_canon_sha256": "810a1e6916e213c95b3b39cf4b6e6f4e33449096f8bf6c1e8ad3b861c2298005"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.01751",
    "kind": "arxiv",
    "version": 3
  }
}