Pith Number

pith:JXICMCY6

pith:2021:JXICMCY6UFCHC2LRUUKWSHJPMD

not attested not anchored not stored refs pending

Ensemble learning and iterative training (ELIT) machine learning: applications towards uncertainty quantification and automated experiment in atom-resolved microscopy

Ayana Ghosh, Bobby G. Sumpter, Maxim Ziatdinov, Ondrej Dyck, Sergei V. Kalinin

arxiv:2101.08449 v2 · 2021-01-21 · physics.data-an · 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{JXICMCY6UFCHC2LRUUKWSHJPMD}

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	2026-07-05T02:08:40.684717Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4dd0260b1ea144716971a515691d2f60e4e256cafa5ae74465f72e2f2b21cb0d

Aliases

arxiv: 2101.08449 · arxiv_version: 2101.08449v2 · doi: 10.48550/arxiv.2101.08449 · pith_short_12: JXICMCY6UFCH · pith_short_16: JXICMCY6UFCHC2LR · pith_short_8: JXICMCY6

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/JXICMCY6UFCHC2LRUUKWSHJPMD \
  | 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: 4dd0260b1ea144716971a515691d2f60e4e256cafa5ae74465f72e2f2b21cb0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aff87226220f5adb3ee1190a7e164604f821985f05dae5ea97e27535f08b7506",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.data-an",
    "submitted_at": "2021-01-21T05:29:26Z",
    "title_canon_sha256": "4abe8fbf2680927fd10c171b158f6f08589e5de3d44ac2e7e1a65ef7c593c295"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.08449",
    "kind": "arxiv",
    "version": 2
  }
}