Pith. sign in
Pith Number

pith:RIOXDBDC

pith:2021:RIOXDBDCN2O7RQDSTWWE63MIMA
not attested not anchored not stored refs pending

Generative Adversarial Network for Probabilistic Forecast of Random Dynamical System

Kyongmin Yeo, Wesley M. Gifford, Zan Li

arxiv:2111.03126 v2 · 2021-11-04 · cs.LG · cs.AI · math.DS · physics.data-an · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{RIOXDBDCN2O7RQDSTWWE63MIMA}

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 2026-07-05T04:13:11.115141Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

8a1d7184626e9df8c0729dac4f6d88603a190020d4910dc330d824abfa578a0d

Aliases

arxiv: 2111.03126 · arxiv_version: 2111.03126v2 · doi: 10.48550/arxiv.2111.03126 · pith_short_12: RIOXDBDCN2O7 · pith_short_16: RIOXDBDCN2O7RQDS · pith_short_8: RIOXDBDC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/RIOXDBDCN2O7RQDSTWWE63MIMA \
  | 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: 8a1d7184626e9df8c0729dac4f6d88603a190020d4910dc330d824abfa578a0d
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5ef5847d709ed3884007946fe9f01481daf12e7d730ab09c4d2c3e80d38d7b7d",
    "cross_cats_sorted": [
      "cs.AI",
      "math.DS",
      "physics.data-an",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-04T19:50:56Z",
    "title_canon_sha256": "ec5bd6fc4480ab3a767f8a7af5e81c63dbc7fc281fef9b9b231abb5d8ecf45a5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.03126",
    "kind": "arxiv",
    "version": 2
  }
}