Pith Number

pith:7I3SLUVS

pith:2025:7I3SLUVSXUQM66FS3PRH3JGFUA

not attested not anchored not stored refs pending

Propagation of Chaos for Mean-Field Langevin Dynamics and its Application to Model Ensemble

Anzelle Lee, Atsushi Nitanda, Damian Tan Xing Kai, Mizuki Sakaguchi, Taiji Suzuki

arxiv:2502.05784 v2 · 2025-02-09 · 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{7I3SLUVSXUQM66FS3PRH3JGFUA}

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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

Weight-Decay Turns Transformer Loss Landscapes Villani: Functional-Analytic Foundations for Optimization and Generalization

Receipt and verification

First computed	2026-07-05T11:54:44.239487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fa3725d2b2bd20cf78b2dbe27da4c5a0366d11c4b82a339d48f6caf40a254916

Aliases

arxiv: 2502.05784 · arxiv_version: 2502.05784v2 · doi: 10.48550/arxiv.2502.05784 · pith_short_12: 7I3SLUVSXUQM · pith_short_16: 7I3SLUVSXUQM66FS · pith_short_8: 7I3SLUVS

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/7I3SLUVSXUQM66FS3PRH3JGFUA \
  | 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: fa3725d2b2bd20cf78b2dbe27da4c5a0366d11c4b82a339d48f6caf40a254916

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a2cfc231a748d99aef3328b24633bd789134007756b3ddca64c859973d1d46a8",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-09T05:58:46Z",
    "title_canon_sha256": "10fe1771ac10589f28348e802c6190d01ff0f1c120eb193a3410a8d8d31b59e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05784",
    "kind": "arxiv",
    "version": 2
  }
}