Pith Number

pith:4QAQ55EJ

pith:2024:4QAQ55EJWLNOWIAZKRWY5FPFA3

not attested not anchored not stored refs pending

The Misclassification Likelihood Matrix: Some Classes Are More Likely To Be Misclassified Than Others

Artur Garcez, Daniel Sikar, Dany Laksono, Kaleem Peeroo, Maeve Hutchinson, Mirela Reljan-Delaney, Naman Singh, Robin Bloomfield, Tillman Weyde

arxiv:2407.07818 v3 · 2024-07-10 · 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{4QAQ55EJWLNOWIAZKRWY5FPFA3}

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	2026-07-05T08:54:53.884643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e4010ef489b2daeb2019546d8e95e506d484d18a39082a5091996053b67aff02

Aliases

arxiv: 2407.07818 · arxiv_version: 2407.07818v3 · doi: 10.48550/arxiv.2407.07818 · pith_short_12: 4QAQ55EJWLNO · pith_short_16: 4QAQ55EJWLNOWIAZ · pith_short_8: 4QAQ55EJ

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/4QAQ55EJWLNOWIAZKRWY5FPFA3 \
  | 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: e4010ef489b2daeb2019546d8e95e506d484d18a39082a5091996053b67aff02

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5b71dcd7d863eb7b6a180e6e5237a9273adaebf2b9689a3591ba3970eda759c2",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-10T16:43:14Z",
    "title_canon_sha256": "7046075db4e1d7d007f25151f204ccd198dab7b55f3605ebade1c490a7292ab9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07818",
    "kind": "arxiv",
    "version": 3
  }
}