Pith Number

pith:UXS7ZLPW

pith:2024:UXS7ZLPWVR2UN3QDEGALIZ44YN

not attested not anchored not stored refs pending

Improving Generalization Performance of YOLOv8 for Camera Trap Object Detection

Aroj Subedi

arxiv:2412.14211 v1 · 2024-12-18 · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UXS7ZLPWVR2UN3QDEGALIZ44YN}

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	2026-07-05T09:51:41.881575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5e5fcadf6ac7546ee032180b4679cc34260728eadff910a31a069dde4a02752

Aliases

arxiv: 2412.14211 · arxiv_version: 2412.14211v1 · doi: 10.48550/arxiv.2412.14211 · pith_short_12: UXS7ZLPWVR2U · pith_short_16: UXS7ZLPWVR2UN3QD · pith_short_8: UXS7ZLPW

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/UXS7ZLPWVR2UN3QDEGALIZ44YN \
  | 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: a5e5fcadf6ac7546ee032180b4679cc34260728eadff910a31a069dde4a02752

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6298d0951a60b073d597f1f782ef8f06b22b68451b4f3d3e8f333afc55c63c5b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-12-18T02:00:53Z",
    "title_canon_sha256": "cf49d243025887fe2c47af14bd10ae90196a1050cdf97982e44fcfe5fd492aee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.14211",
    "kind": "arxiv",
    "version": 1
  }
}