Pith Number

pith:QBZBPBZV

pith:2021:QBZBPBZVO4S36EDSOKDMFXVLUR

not attested not anchored not stored refs pending

Generative adversarial networks in time series: A survey and taxonomy

Eoin Brophy, Qi She, Tomas Ward, Zhengwei Wang

arxiv:2107.11098 v1 · 2021-07-23 · 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{QBZBPBZVO4S36EDSOKDMFXVLUR}

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.

Cited by

2 papers in Pith

Persona-Trained Monte Carlo: Estimating Market-Outcome Distributions via Swarms of Persona-Conditioned Neural Policy Bots in a Limit Order Book

MSDformer: Multi-scale Discrete Transformer For Time Series Generation

Receipt and verification

First computed	2026-07-05T03:00:13.349895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

80721787357725bf10727286c2deaba47dc810b9f4afb98e1090423f6deb62a6

Aliases

arxiv: 2107.11098 · arxiv_version: 2107.11098v1 · doi: 10.48550/arxiv.2107.11098 · pith_short_12: QBZBPBZVO4S3 · pith_short_16: QBZBPBZVO4S36EDS · pith_short_8: QBZBPBZV

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/QBZBPBZVO4S36EDSOKDMFXVLUR \
  | 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: 80721787357725bf10727286c2deaba47dc810b9f4afb98e1090423f6deb62a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c01e914df60d6c15c2af5144015a11d869f567e6b1b5039ae38b875abbbfc733",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-23T09:38:51Z",
    "title_canon_sha256": "40a2e1c4d949aeb97734a609a6512b86c2000cb7a2a599cfebc7d527866492af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.11098",
    "kind": "arxiv",
    "version": 1
  }
}