Pith Number

pith:UGHINK45

pith:2021:UGHINK45M22HQOWPPOFG5VTRWF

not attested not anchored not stored refs pending

PSA-GAN: Progressive Self Attention GANs for Synthetic Time Series

Bohlke-Schneider Michael, Flunkert Valentin, Gasthaus Jan, Januschowski Tim, Jeha Paul, Kapoor Shubham, Mercado Pedro, Singh Nirwan Rajbir

arxiv:2108.00981 v3 · 2021-08-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UGHINK45M22HQOWPPOFG5VTRWF}

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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

Approximately Equivariant Recurrent Generative Models for Quasi-Periodic Time Series with a Progressive Training Scheme

Receipt and verification

First computed	2026-07-05T04:08:58.127580Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a18e86ab9d66b4783acf7b8a6ed671b16d8c337057789e7554b997a1e1992b52

Aliases

arxiv: 2108.00981 · arxiv_version: 2108.00981v3 · doi: 10.48550/arxiv.2108.00981 · pith_short_12: UGHINK45M22H · pith_short_16: UGHINK45M22HQOWP · pith_short_8: UGHINK45

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/UGHINK45M22HQOWPPOFG5VTRWF \
  | 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: a18e86ab9d66b4783acf7b8a6ed671b16d8c337057789e7554b997a1e1992b52

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ab1eed6c8e0bb38464a6788caab358520ac714df93f0041655c6a0e87020990",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-02T15:30:15Z",
    "title_canon_sha256": "4dbef1edd1b556c8dc6d5d64f168c927056683e02baa77349054f43fe53aa3ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.00981",
    "kind": "arxiv",
    "version": 3
  }
}