Pith Number

pith:4CTS5ENY

pith:2022:4CTS5ENYOQYFFB3GGVVLCZLD5X

not attested not anchored not stored refs pending

TTS-GAN: A Transformer-based Time-Series Generative Adversarial Network

Anne Hee Hiong Ngu, Huangyingrui Wang, Vangelis Metsis, Xiaomin Li

arxiv:2202.02691 v2 · 2022-02-06 · 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{4CTS5ENYOQYFFB3GGVVLCZLD5X}

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	2026-07-05T04:34:50.514804Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e0a72e91b87430528766356ab16563edc58c1d6689e4cbea67462b78d537dc1a

Aliases

arxiv: 2202.02691 · arxiv_version: 2202.02691v2 · doi: 10.48550/arxiv.2202.02691 · pith_short_12: 4CTS5ENYOQYF · pith_short_16: 4CTS5ENYOQYFFB3G · pith_short_8: 4CTS5ENY

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/4CTS5ENYOQYFFB3GGVVLCZLD5X \
  | 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: e0a72e91b87430528766356ab16563edc58c1d6689e4cbea67462b78d537dc1a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d516d10f7331bcf8c6b1d198d147ee17649412ebca09f2e31ea10111426dde79",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-06T03:05:47Z",
    "title_canon_sha256": "2f91abf405a4c646ac3407af31e9a7902cc4de31b3268c8b001824da206930d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.02691",
    "kind": "arxiv",
    "version": 2
  }
}