Pith Number

pith:HRY73WSI

pith:2025:HRY73WSI5LCDWSG5OK7WOEDTI2

not attested not anchored not stored refs pending

L-GTA: Latent Generative Modeling for Time Series Augmentation

Carlos Soares, Luis Roque, Luis Torgo, Vitor Cerqueira

arxiv:2507.23615 v1 · 2025-07-31 · 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{HRY73WSI5LCDWSG5OK7WOEDTI2}

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

1 paper in Pith

ASTER: Latent Pseudo-Anomaly Generation for Unsupervised Time-Series Anomaly Detection

Receipt and verification

First computed	2026-07-05T11:46:28.034869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c71fdda48eac43b48dd72bf67107346aed2141bc71a13807ac416d7eeb18600

Aliases

arxiv: 2507.23615 · arxiv_version: 2507.23615v1 · doi: 10.48550/arxiv.2507.23615 · pith_short_12: HRY73WSI5LCD · pith_short_16: HRY73WSI5LCDWSG5 · pith_short_8: HRY73WSI

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/HRY73WSI5LCDWSG5OK7WOEDTI2 \
  | 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: 3c71fdda48eac43b48dd72bf67107346aed2141bc71a13807ac416d7eeb18600

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b322de5857ecdf501e3dd1799126e451ee5f8f31218d62fb39b3920cca3fd54c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-31T14:53:35Z",
    "title_canon_sha256": "5509f71bc890acd88743b6c35fd3397bd5c76d38efa059a241a5ac343d070b95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.23615",
    "kind": "arxiv",
    "version": 1
  }
}