Pith Number

pith:W5IV2VKZ

pith:2022:W5IV2VKZIMBPLWRHEVADBTX7TI

not attested not anchored not stored refs pending

Langevin algorithms for Markovian Neural Networks and Deep Stochastic control

Gilles Pag\`es, Pierre Bras

arxiv:2212.12018 v2 · 2022-12-22 · q-fin.CP · cs.LG · math.OC · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{W5IV2VKZIMBPLWRHEVADBTX7TI}

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.

Cited by

1 paper in Pith

Fokker-Planck to Callan-Symanzik: evolution of weight matrices under training

Receipt and verification

First computed	2026-07-05T05:32:49.872972Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7515d55594302f5da27254030ceff9a13bb22b5339fc991f5a54d6dddce74bb

Aliases

arxiv: 2212.12018 · arxiv_version: 2212.12018v2 · doi: 10.48550/arxiv.2212.12018 · pith_short_12: W5IV2VKZIMBP · pith_short_16: W5IV2VKZIMBPLWRH · pith_short_8: W5IV2VKZ

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/W5IV2VKZIMBPLWRHEVADBTX7TI \
  | 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: b7515d55594302f5da27254030ceff9a13bb22b5339fc991f5a54d6dddce74bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c5a4e78b63380ec55ca672cb73e4771a9d8ef037602949b6b6a58d1126903b4e",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-fin.CP",
    "submitted_at": "2022-12-22T20:00:11Z",
    "title_canon_sha256": "1dced7a6ae6276af69f323349f2987e77435ef58bc8c2ce2b151f79f1f235091"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12018",
    "kind": "arxiv",
    "version": 2
  }
}