Pith Number

pith:VQYBXGT4

pith:2020:VQYBXGT4LJEIAD7A5YWJHTW63Z

not attested not anchored not stored refs pending

Enhancing Geometric Factors in Model Learning and Inference for Object Detection and Instance Segmentation

Dongwei Ren, Ping Wang, Qinghua Hu, Rongguang Ye, Wangmeng Zuo, Wei Liu, Zhaohui Zheng

arxiv:2005.03572 v4 · 2020-05-07 · 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{VQYBXGT4LJEIAD7A5YWJHTW63Z}

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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

MoEIoU: Rethinking Bounding-Box Regression as a Mixture of Experts

Receipt and verification

First computed	2026-07-05T02:54:50.072127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ac301b9a7c5a48800fe0ee2c93cedede6d43026ffcdb37e5269db8dd523b42d3

Aliases

arxiv: 2005.03572 · arxiv_version: 2005.03572v4 · doi: 10.48550/arxiv.2005.03572 · pith_short_12: VQYBXGT4LJEI · pith_short_16: VQYBXGT4LJEIAD7A · pith_short_8: VQYBXGT4

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/VQYBXGT4LJEIAD7A5YWJHTW63Z \
  | 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: ac301b9a7c5a48800fe0ee2c93cedede6d43026ffcdb37e5269db8dd523b42d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95519b78585f48fee69d9fe9efca4d4932d2eae3897c38cba788198f842cdbe6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2020-05-07T16:00:27Z",
    "title_canon_sha256": "cf8d35ac532b88b88ce5811555dc1e4302ee23236185dd110664d96530ff22bc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.03572",
    "kind": "arxiv",
    "version": 4
  }
}