Pith. sign in
Pith Number

pith:VYLP3CTR

pith:2025:VYLP3CTRRLHHLBPVASAYL2HEL7
not attested not anchored not stored refs pending

Improving Object Detection Performance through YOLOv8: A Comprehensive Training and Evaluation Study

Rana Poureskandar, Shiva Razzagzadeh

arxiv:2505.11424 v1 · 2025-05-16 · cs.CV · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{VYLP3CTRRLHHLBPVASAYL2HEL7}

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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 2026-07-05T11:04:16.075671Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ae16fd8a718ace7585f5048185e8e45fea8d27c309c73de898698b61272c46e7

Aliases

arxiv: 2505.11424 · arxiv_version: 2505.11424v1 · doi: 10.48550/arxiv.2505.11424 · pith_short_12: VYLP3CTRRLHH · pith_short_16: VYLP3CTRRLHHLBPV · pith_short_8: VYLP3CTR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/VYLP3CTRRLHHLBPVASAYL2HEL7 \
  | 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: ae16fd8a718ace7585f5048185e8e45fea8d27c309c73de898698b61272c46e7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "28504884d14e76cd50aa46e60a5f4db36f921d766afc9b8a94ac981c6d9de169",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-05-16T16:38:01Z",
    "title_canon_sha256": "39dec1bdc114d3d7cddfab7d68e1ed70b14e241effe38051d75468bb119b2ebe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.11424",
    "kind": "arxiv",
    "version": 1
  }
}