Pith Number

pith:R45ACQ2I

pith:2020:R45ACQ2IAFDAYEXDUCDAT7L5ZP

not attested not anchored not stored refs pending

Using generative adversarial networks to synthesize artificial financial datasets

Alexey Nefedov, Archana Anandakrishnan, Di Xu, Dmitry Efimov, Luyang Kong

arxiv:2002.02271 v1 · 2020-02-06 · cs.LG · q-fin.ST · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{R45ACQ2IAFDAYEXDUCDAT7L5ZP}

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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.

Cited by

1 paper in Pith

Predicting Liquidity-Aware Bond Yields using Causal GANs and Deep Reinforcement Learning with LLM Evaluation

Receipt and verification

First computed	2026-07-05T00:38:50.683933Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8f3a01434801460c12e3a08609fd7dcbcf389c2c5dd5fa075b59d1a1c0549547

Aliases

arxiv: 2002.02271 · arxiv_version: 2002.02271v1 · doi: 10.48550/arxiv.2002.02271 · pith_short_12: R45ACQ2IAFDA · pith_short_16: R45ACQ2IAFDAYEXD · pith_short_8: R45ACQ2I

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/R45ACQ2IAFDAYEXDUCDAT7L5ZP \
  | 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: 8f3a01434801460c12e3a08609fd7dcbcf389c2c5dd5fa075b59d1a1c0549547

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fd56bc61ed9c554c3b69a8cc1720ae475573cb718a22c0cf5700b38fc4cfc360",
    "cross_cats_sorted": [
      "q-fin.ST",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-06T14:25:08Z",
    "title_canon_sha256": "20780fcdb82ea8e0614755ea17f5673969fbd6676d1a44d066495a28e59fd599"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.02271",
    "kind": "arxiv",
    "version": 1
  }
}