Pith Number

pith:NR4VFD2O

pith:2024:NR4VFD2OIJF7SULHD4PRFRH3EP

not attested not anchored not stored refs pending

Probabilistic road classification in historical maps using synthetic data and deep learning

Chenjing Jiao, Dominik J. M\"uhlematter, Lorenz Hurni, Magnus Heitzler, Sebastian Schweizer, Xue Xia

arxiv:2410.02250 v1 · 2024-10-03 · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{NR4VFD2OIJF7SULHD4PRFRH3EP}

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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

Automatic Uncertainty-Aware Synthetic Data Bootstrapping for Historical Map Segmentation

Receipt and verification

First computed	2026-07-05T09:15:18.309697Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c79528f4e424bf951671f1f12c4fb23e636ff27a6147bf56da96475a3f7489d

Aliases

arxiv: 2410.02250 · arxiv_version: 2410.02250v1 · doi: 10.48550/arxiv.2410.02250 · pith_short_12: NR4VFD2OIJF7 · pith_short_16: NR4VFD2OIJF7SULH · pith_short_8: NR4VFD2O

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/NR4VFD2OIJF7SULHD4PRFRH3EP \
  | 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: 6c79528f4e424bf951671f1f12c4fb23e636ff27a6147bf56da96475a3f7489d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "69948e7c764ac4825c97efc2e07b2b37c7ee46440072706d8f1a6dc2a75b8ba3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-10-03T06:43:09Z",
    "title_canon_sha256": "7cd6fec4137578b1c4690fe48aece7eebb48ad7140d4bf3a84d2643d279d19af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02250",
    "kind": "arxiv",
    "version": 1
  }
}