Pith Number

pith:QVWK2QIW

pith:2024:QVWK2QIWTMQD2EMH3UCSXRSELY

not attested not anchored not stored refs pending

Integration of Active Learning and MCMC Sampling for Efficient Bayesian Calibration of Mechanical Properties

Frans P. van der Meer, Hanne Kekkonen, Iuri B.C.M. Rocha, Joris Bierkens, Leon Riccius

arxiv:2411.13361 v2 · 2024-11-20 · physics.comp-ph · stat.AP · 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{QVWK2QIWTMQD2EMH3UCSXRSELY}

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	2026-07-05T09:38:33.322132Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

856cad41169b203d1187dd052bc6445e11722fd00c08a7a04fa1d7ae41bff956

Aliases

arxiv: 2411.13361 · arxiv_version: 2411.13361v2 · doi: 10.48550/arxiv.2411.13361 · pith_short_12: QVWK2QIWTMQD · pith_short_16: QVWK2QIWTMQD2EMH · pith_short_8: QVWK2QIW

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/QVWK2QIWTMQD2EMH3UCSXRSELY \
  | 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: 856cad41169b203d1187dd052bc6445e11722fd00c08a7a04fa1d7ae41bff956

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2bc016ef2ac2876cb16b7440c43d252d7c64d8d5549216b9251344059c656892",
    "cross_cats_sorted": [
      "stat.AP",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.comp-ph",
    "submitted_at": "2024-11-20T14:35:16Z",
    "title_canon_sha256": "1e478fa89d0f9304319b7037e7a9973d81af4b54a5226175abb0477f71d99646"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.13361",
    "kind": "arxiv",
    "version": 2
  }
}