Pith Number

pith:JBW62G2Y

pith:2024:JBW62G2Y76HCXVJ3QJOHM7KTH3

not attested not anchored not stored refs pending

Diffusion Tempering Improves Parameter Estimation with Probabilistic Integrators for Ordinary Differential Equations

Jakob H. Macke, Jonas Beck, Kyra L. Kadhim, Michael Deistler, Nathanael Bosch, Philipp Berens, Philipp Hennig

arxiv:2402.12231 v5 · 2024-02-19 · 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{JBW62G2Y76HCXVJ3QJOHM7KTH3}

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	2026-07-05T08:45:50.097901Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

486ded1b58ff8e2bd53b825c767d533ec64b90b0fe86a14fe2ec48093688cbc4

Aliases

arxiv: 2402.12231 · arxiv_version: 2402.12231v5 · doi: 10.48550/arxiv.2402.12231 · pith_short_12: JBW62G2Y76HC · pith_short_16: JBW62G2Y76HCXVJ3 · pith_short_8: JBW62G2Y

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/JBW62G2Y76HCXVJ3QJOHM7KTH3 \
  | 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: 486ded1b58ff8e2bd53b825c767d533ec64b90b0fe86a14fe2ec48093688cbc4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb5f263e1daab39529505dee089ff37264e49feaa54037e8bfabc90063c03163",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-19T15:36:36Z",
    "title_canon_sha256": "465d92906df36e41184b23f95db726003405e09f4635d5cbf55b6d4c669f2d25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.12231",
    "kind": "arxiv",
    "version": 5
  }
}