Pith Number

pith:CC3IYO5U

pith:2025:CC3IYO5UGWJVQDTEL3AMKD3CMZ

not attested not anchored not stored refs pending

Efficient Training of Neural SDEs Using Stochastic Optimal Control

Guillaume Crevecoeur, Manfred Opper, Rembert Daems, Tolga Birdal

arxiv:2505.17150 v1 · 2025-05-22 · cs.LG · cs.AI · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CC3IYO5UGWJVQDTEL3AMKD3CMZ}

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.

Receipt and verification

First computed	2026-07-05T11:07:47.887297Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

10b68c3bb43593580e645ec0c50f6266797d08dd1381ea8cec907c29150d77a3

Aliases

arxiv: 2505.17150 · arxiv_version: 2505.17150v1 · doi: 10.48550/arxiv.2505.17150 · pith_short_12: CC3IYO5UGWJV · pith_short_16: CC3IYO5UGWJVQDTE · pith_short_8: CC3IYO5U

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/CC3IYO5UGWJVQDTEL3AMKD3CMZ \
  | 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: 10b68c3bb43593580e645ec0c50f6266797d08dd1381ea8cec907c29150d77a3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d1ebe6c657f0e17cfa4287c17e3537f2b77dc67313f2499c95eac0fc7b349b1",
    "cross_cats_sorted": [
      "cs.AI",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-22T09:26:01Z",
    "title_canon_sha256": "b533f44239a21dd564c9bac0fb2c5810afc238d1d6856738e0a4c393d3f7e2ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.17150",
    "kind": "arxiv",
    "version": 1
  }
}