Pith Number

pith:X4AOH547

pith:2024:X4AOH5472VDC7EG5EXEXZ3MJZK

not attested not anchored not stored refs pending

Exploring Aleatoric Uncertainty in Object Detection via Vision Foundation Models

Dan Zhang, Guande He, Jun Zhu, Peng Cui, Yinpeng Dong, Zhijie Deng

arxiv:2411.17767 v1 · 2024-11-26 · 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{X4AOH5472VDC7EG5EXEXZ3MJZK}

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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

2 papers in Pith

PointVG-R: Internalizing Geometric Reasoning in MLLMs for Precise Pointing Localization via Visual Chain of Thought

Delving Aleatoric Uncertainty in Medical Image Segmentation via Vision Foundation Models

Receipt and verification

First computed	2026-07-05T09:41:06.484446Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf00e3f79fd5462f90dd25c97ced89caa2285efc02b3ba8d808f9fe34a5f0fc7

Aliases

arxiv: 2411.17767 · arxiv_version: 2411.17767v1 · doi: 10.48550/arxiv.2411.17767 · pith_short_12: X4AOH5472VDC · pith_short_16: X4AOH5472VDC7EG5 · pith_short_8: X4AOH547

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/X4AOH5472VDC7EG5EXEXZ3MJZK \
  | 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: bf00e3f79fd5462f90dd25c97ced89caa2285efc02b3ba8d808f9fe34a5f0fc7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7342bfb123228cfd724fea877e0461066fdad280c34d47e16fb86db90e028944",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-11-26T07:14:30Z",
    "title_canon_sha256": "a25a1a321e89e9bb3f95c18059a18cc11872889a7798fe085f369d777263fa10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.17767",
    "kind": "arxiv",
    "version": 1
  }
}