Pith Number

pith:MRHF5RLO

pith:2021:MRHF5RLOUF5RIUZYKHNCFCJQJS

not attested not anchored not stored refs pending

Data Augmentation Through Monte Carlo Arithmetic Leads to More Generalizable Classification in Connectomics

Alan C. Evans, Ali Salari, Gregory Kiar, Tristan Glatard, Yohan Chatelain

arxiv:2109.09649 v1 · 2021-09-20 · q-bio.QM · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MRHF5RLOUF5RIUZYKHNCFCJQJS}

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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

Uncertain but Useful: Leveraging CNN Training Variability into Data Augmentation

Receipt and verification

First computed	2026-07-05T03:15:48.333087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

644e5ec56ea17b14533851da2289304c87ab386de149c3ed307b010dd4964cf7

Aliases

arxiv: 2109.09649 · arxiv_version: 2109.09649v1 · doi: 10.48550/arxiv.2109.09649 · pith_short_12: MRHF5RLOUF5R · pith_short_16: MRHF5RLOUF5RIUZY · pith_short_8: MRHF5RLO

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/MRHF5RLOUF5RIUZYKHNCFCJQJS \
  | 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: 644e5ec56ea17b14533851da2289304c87ab386de149c3ed307b010dd4964cf7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3ff7dab37d2a40cff1b1f3428706a375c23904b4860709b21408cc87f03c1d5f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "q-bio.QM",
    "submitted_at": "2021-09-20T16:06:05Z",
    "title_canon_sha256": "4cd6e33b3a91928cd098603eb051580e61cc192e14a837fd63e4dd73c5d08a1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.09649",
    "kind": "arxiv",
    "version": 1
  }
}