Pith Number

pith:SXRADZRP

pith:2022:SXRADZRPKK5WGF3DL5Z7TF5IAW

not attested not anchored not stored refs pending

Automated Detection of Label Errors in Semantic Segmentation Datasets via Deep Learning and Uncertainty Quantification

Marco Reese, Matthias Rottmann

arxiv:2207.06104 v2 · 2022-07-13 · 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{SXRADZRPKK5WGF3DL5Z7TF5IAW}

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	2026-07-05T08:58:39.146843Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95e201e62f52bb6317635f73f997a805ae9939b9935253b6f547aa5b41df08f5

Aliases

arxiv: 2207.06104 · arxiv_version: 2207.06104v2 · doi: 10.48550/arxiv.2207.06104 · pith_short_12: SXRADZRPKK5W · pith_short_16: SXRADZRPKK5WGF3D · pith_short_8: SXRADZRP

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/SXRADZRPKK5WGF3DL5Z7TF5IAW \
  | 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: 95e201e62f52bb6317635f73f997a805ae9939b9935253b6f547aa5b41df08f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "488bfff66a37bf1694999657e27f5ec5ef19c9ce7e97bccb5f7ad00a73a359ea",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-07-13T10:25:23Z",
    "title_canon_sha256": "83b47d13bb8bf7ac5de79a50472ccc9c6e1abab6564c2241c3ac6dd847ae3a9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.06104",
    "kind": "arxiv",
    "version": 2
  }
}