Pith Number

pith:QAXQ57OP

pith:2025:QAXQ57OPDW7XLIQHXWCE7GIQGM

not attested not anchored not stored refs pending

Generative AI Models for Learning Flow Maps of Stochastic Dynamical Systems in Bounded Domains

Diego del-Castillo-Negrete, Guannan Zhang, Minglei Yang, Yanfang Liu, Yanzhao Cao

arxiv:2507.15990 v1 · 2025-07-17 · stat.ML · 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{QAXQ57OPDW7XLIQHXWCE7GIQGM}

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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.

Receipt and verification

First computed	2026-07-05T11:41:00.648722Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

802f0efdcf1dbf75a207bd844f9910331d96fe3e41716be43849702bb77dc18e

Aliases

arxiv: 2507.15990 · arxiv_version: 2507.15990v1 · doi: 10.48550/arxiv.2507.15990 · pith_short_12: QAXQ57OPDW7X · pith_short_16: QAXQ57OPDW7XLIQH · pith_short_8: QAXQ57OP

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/QAXQ57OPDW7XLIQHXWCE7GIQGM \
  | 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: 802f0efdcf1dbf75a207bd844f9910331d96fe3e41716be43849702bb77dc18e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c81443682e5fbfe0166d020c40919b5d507a8fcd3f42fccb3179705d0849c94f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-07-17T13:27:49Z",
    "title_canon_sha256": "a3e5a24cb45dcf038ac0648dcf55b30058640a7d97580eace4aa724901496173"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.15990",
    "kind": "arxiv",
    "version": 1
  }
}