Pith Number

pith:QMZXIBBG

pith:2022:QMZXIBBGSBVAXY76PERQ5UOO3Y

not attested not anchored not stored refs pending

Bayesian Active Learning for Scanning Probe Microscopy: from Gaussian Processes to Hypothesis Learning

Kyle Kelley, Maxim Ziatdinov, Rama Vasudevan, Sergei V. Kalinin, Yongtao Liu

arxiv:2205.15458 v2 · 2022-05-30 · cond-mat.mtrl-sci · 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{QMZXIBBGSBVAXY76PERQ5UOO3Y}

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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

X-Factor: Quality Is a Dataset-Intrinsic Property

Receipt and verification

First computed	2026-07-05T04:49:53.548840Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8333740426906a0be3fe79230ed1cede373d8064a729add07402a7a3f8cf64d1

Aliases

arxiv: 2205.15458 · arxiv_version: 2205.15458v2 · doi: 10.48550/arxiv.2205.15458 · pith_short_12: QMZXIBBGSBVA · pith_short_16: QMZXIBBGSBVAXY76 · pith_short_8: QMZXIBBG

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/QMZXIBBGSBVAXY76PERQ5UOO3Y \
  | 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: 8333740426906a0be3fe79230ed1cede373d8064a729add07402a7a3f8cf64d1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "057a4b8aeaaa463506f44804bbef1c2acf457891ebee08cac941e9f90511d2f2",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.mtrl-sci",
    "submitted_at": "2022-05-30T23:01:41Z",
    "title_canon_sha256": "e6bc75b3d43a02371dd0dffbd1a96e337d77d722da9588de691cdece9117c3a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.15458",
    "kind": "arxiv",
    "version": 2
  }
}