Pith Number

pith:EDFVF2V4

pith:2024:EDFVF2V4BQRL4DQEYXVV4VZJTI

not attested not anchored not stored refs pending

Investigating the Impact of Randomness on Reproducibility in Computer Vision: A Study on Applications in Civil Engineering and Medicine

Bahad{\i}r Ery{\i}lmaz, Christin Seifert, J\"org Schl\"otterer, Osman Alperen Kora\c{s}

arxiv:2410.02806 v1 · 2024-09-19 · cs.CV · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EDFVF2V4BQRL4DQEYXVV4VZJTI}

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	2026-07-05T09:15:39.908663Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20cb52eabc0c22be0e04c5eb5e57299a1d8171f83dffb930bd29c95124a58da6

Aliases

arxiv: 2410.02806 · arxiv_version: 2410.02806v1 · doi: 10.48550/arxiv.2410.02806 · pith_short_12: EDFVF2V4BQRL · pith_short_16: EDFVF2V4BQRL4DQE · pith_short_8: EDFVF2V4

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/EDFVF2V4BQRL4DQEYXVV4VZJTI \
  | 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: 20cb52eabc0c22be0e04c5eb5e57299a1d8171f83dffb930bd29c95124a58da6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecc81d08bcd34d1700c7e0f5c39b0d01332bb0d969eda09439d3b166151480c2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-09-19T11:06:06Z",
    "title_canon_sha256": "1741a17e2aba01800668e2fe7a9a08bb5f2af30f3ca6c396402025bafbeabf31"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.02806",
    "kind": "arxiv",
    "version": 1
  }
}