Pith Number

pith:6KFE5YIE

pith:2025:6KFE5YIETAZFOI2PXTB774VYRY

not attested not anchored not stored refs pending

SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations

Christian A. Naesseth, Dmitry Vetrov, Grigory Bartosh

arxiv:2502.02472 v3 · 2025-02-04 · 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{6KFE5YIETAZFOI2PXTB774VYRY}

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

2 papers in Pith

Introduction to Stochastic Differential Equations for Generative Machine Learning: A Variational Perspective

Is Flow Matching Just Trajectory Replay for Sequential Data?

Receipt and verification

First computed	2026-07-05T11:27:23.832285Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f28a4ee104983257234fbcc3fff2b88e255c38ca0f5b8f0658f4afa8aaaf1663

Aliases

arxiv: 2502.02472 · arxiv_version: 2502.02472v3 · doi: 10.48550/arxiv.2502.02472 · pith_short_12: 6KFE5YIETAZF · pith_short_16: 6KFE5YIETAZFOI2P · pith_short_8: 6KFE5YIE

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/6KFE5YIETAZFOI2PXTB774VYRY \
  | 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: f28a4ee104983257234fbcc3fff2b88e255c38ca0f5b8f0658f4afa8aaaf1663

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdb339613bbfc00f09cbf4ea9d543907df5ed66d19b406c2851233a4740080cb",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-02-04T16:47:49Z",
    "title_canon_sha256": "ab87673df896b1fdfd346c2c328ae154d9ba5c8925aa46481c586393447fddb4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02472",
    "kind": "arxiv",
    "version": 3
  }
}