Pith Number

pith:XZVKPLIQ

pith:2025:XZVKPLIQ7EP5WSYLH7BMWRSD7X

not attested not anchored not stored refs pending

FlowKac: An Efficient Neural Fokker-Planck solver using Temporal Normalizing Flows and the Feynman-Kac Formula

Franck Vermet, Lucas Drumetz, Naoufal El Bekri

arxiv:2503.11427 v2 · 2025-03-14 · cs.LG · math.DS · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XZVKPLIQ7EP5WSYLH7BMWRSD7X}

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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

Dynamical Partition Functions of Stochastic Dynamics via Variational Flows

Receipt and verification

First computed	2026-07-05T12:03:46.520714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

be6aa7ad10f91fdb4b0b3fc2cb4643fde875104687cb65e537305b133fcbf3c4

Aliases

arxiv: 2503.11427 · arxiv_version: 2503.11427v2 · doi: 10.48550/arxiv.2503.11427 · pith_short_12: XZVKPLIQ7EP5 · pith_short_16: XZVKPLIQ7EP5WSYL · pith_short_8: XZVKPLIQ

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/XZVKPLIQ7EP5WSYLH7BMWRSD7X \
  | 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: be6aa7ad10f91fdb4b0b3fc2cb4643fde875104687cb65e537305b133fcbf3c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3d45e377a40aefeb7da9b6454b6234d3053c44fad50c95334124762b8d359b9d",
    "cross_cats_sorted": [
      "math.DS",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-14T14:14:20Z",
    "title_canon_sha256": "50d770512ec3d5daf0018a8b41b2e740c5c8edfb103f60ef7cbfbb622d6e6cae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.11427",
    "kind": "arxiv",
    "version": 2
  }
}