Pith Number

pith:I3WWU3PW

pith:2019:I3WWU3PWJAHTZPGI5XEYEXCX7T

not attested not anchored not stored refs pending

Enforcing Statistical Constraints in Generative Adversarial Networks for Modeling Chaotic Dynamical Systems

Adrian Albert, Dragos Chirila, Heng Xiao, Jin-Long Wu, Karthik Kashinath, Prabhat

arxiv:1905.06841 v1 · 2019-05-13 · physics.comp-ph · physics.flu-dyn · stat.ML

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\usepackage{pith}
\pithnumber{I3WWU3PWJAHTZPGI5XEYEXCX7T}

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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

Enforcing Analytic Constraints in Neural-Networks Emulating Physical Systems

Receipt and verification

First computed	2026-07-05T00:41:28.429648Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

46ed6a6df6480f3cbcc8edc9825c57fcc377e198a0cff1aa1e28a183e4cdffdc

Aliases

arxiv: 1905.06841 · arxiv_version: 1905.06841v1 · doi: 10.48550/arxiv.1905.06841 · pith_short_12: I3WWU3PWJAHT · pith_short_16: I3WWU3PWJAHTZPGI · pith_short_8: I3WWU3PW

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/I3WWU3PWJAHTZPGI5XEYEXCX7T \
  | 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: 46ed6a6df6480f3cbcc8edc9825c57fcc377e198a0cff1aa1e28a183e4cdffdc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbc262978f3ff6c884d7311f389f33ed0491ffa4ae9e1b0a375d6377e9c75f89",
    "cross_cats_sorted": [
      "physics.flu-dyn",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2019-05-13T18:45:55Z",
    "title_canon_sha256": "d47c20ef8692b653e48e770c418cff89fe70ef1a477f51f65c6439f415dfa011"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.06841",
    "kind": "arxiv",
    "version": 1
  }
}