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Pith Number

pith:3ZAC7MKW

pith:2019:3ZAC7MKWUUZE7HNOLYWFJP3ZGI
not attested not anchored not stored refs pending

End-to-End Machine Learning for Experimental Physics: Using Simulated Data to Train a Neural Network for Object Detection in Video Microscopy

Adam A. S. Green, Cheol S. Park, Eric N. Minor, Noel A. Clark, Stian D. Howard

arxiv:1908.05271 v1 · 2019-08-13 · cond-mat.soft · cond-mat.dis-nn

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\usepackage{pith}
\pithnumber{3ZAC7MKWUUZE7HNOLYWFJP3ZGI}

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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.
Receipt and verification
First computed 2026-07-04T23:56:38.133620Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

de402fb156a5324f9dae5e2c54bf79320c4b5a0bc20074c8031d8b4d0aef64a3

Aliases

arxiv: 1908.05271 · arxiv_version: 1908.05271v1 · doi: 10.48550/arxiv.1908.05271 · pith_short_12: 3ZAC7MKWUUZE · pith_short_16: 3ZAC7MKWUUZE7HNO · pith_short_8: 3ZAC7MKW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3ZAC7MKWUUZE7HNOLYWFJP3ZGI \
  | 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: de402fb156a5324f9dae5e2c54bf79320c4b5a0bc20074c8031d8b4d0aef64a3
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "b1b49abdb68fccb610ef42703f63c71241529bf5d3fe467aab24bcf570fe437f",
    "cross_cats_sorted": [
      "cond-mat.dis-nn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cond-mat.soft",
    "submitted_at": "2019-08-13T00:32:45Z",
    "title_canon_sha256": "6b006eef6d06f06f982d60e89e2e075f386003e6264106cea7b8ddf88545d53e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.05271",
    "kind": "arxiv",
    "version": 1
  }
}