Pith Number

pith:AJCFDVFD

pith:2023:AJCFDVFDM3N2NXX52UP2RYOV5C

not attested not anchored not stored refs pending

A Bayesian Generative Adversarial Network (GAN) to Generate Synthetic Time-Series Data, Application in Combined Sewer Flow Prediction

Ali Haghighi, Alireza Koochali, Amin E. Bakhshipour, Andreas Dengel, Sheraz Ahmad, Ulrich Dittmer

arxiv:2301.13733 v1 · 2023-01-31 · cs.LG

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\usepackage{pith}
\pithnumber{AJCFDVFDM3N2NXX52UP2RYOV5C}

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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

Well log data generation and imputation using sequence-based generative adversarial networks

Receipt and verification

First computed	2026-07-05T05:37:18.038103Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

024451d4a366dba6defdd51fa8e1d5e886f4bb559d30927276476601916ddfaa

Aliases

arxiv: 2301.13733 · arxiv_version: 2301.13733v1 · doi: 10.48550/arxiv.2301.13733 · pith_short_12: AJCFDVFDM3N2 · pith_short_16: AJCFDVFDM3N2NXX5 · pith_short_8: AJCFDVFD

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/AJCFDVFDM3N2NXX52UP2RYOV5C \
  | 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: 024451d4a366dba6defdd51fa8e1d5e886f4bb559d30927276476601916ddfaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea1fcaf7b90618f02b1447e33f31d1d27dfee51063d61831072b2b5862a55d51",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-31T16:12:26Z",
    "title_canon_sha256": "42738b83ce25c5ba0fbe92e63f34ee190aa3f027b8fc51d13ebb70920c49eee4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.13733",
    "kind": "arxiv",
    "version": 1
  }
}