Pith Number

pith:NLRW7H3Z

pith:2022:NLRW7H3ZJHLEOL7IKZKEEHEXTA

not attested not anchored not stored refs pending

Reducing the Amount of Real World Data for Object Detector Training with Synthetic Data

Daniel Hasenklever, Karoline Plum, Sven Burdorf

arxiv:2202.00632 v1 · 2022-01-31 · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NLRW7H3ZJHLEOL7IKZKEEHEXTA}

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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

Development of Hybrid Artificial Intelligence Training on Real and Synthetic Data: Benchmark on Two Mixed Training Strategies

Receipt and verification

First computed	2026-07-05T03:53:23.870265Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ae36f9f7949d6472fe85654421c979808bed40007c514a301f72c168306067c

Aliases

arxiv: 2202.00632 · arxiv_version: 2202.00632v1 · doi: 10.48550/arxiv.2202.00632 · pith_short_12: NLRW7H3ZJHLE · pith_short_16: NLRW7H3ZJHLEOL7I · pith_short_8: NLRW7H3Z

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/NLRW7H3ZJHLEOL7IKZKEEHEXTA \
  | 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: 6ae36f9f7949d6472fe85654421c979808bed40007c514a301f72c168306067c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "709525ed97999d3fbdcfeb0d175da80e7ca4e14b62e58b3e25e3e1e5b995a9b2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-01-31T08:13:12Z",
    "title_canon_sha256": "d4fb12d5ebc39af0763c3123b17b0727f56cdb737c654f08093dde3aeed19041"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.00632",
    "kind": "arxiv",
    "version": 1
  }
}