Pith Number

pith:ZFK4HRXI

pith:2024:ZFK4HRXIQWNNEQRT4KJUX37YYI

not attested not anchored not stored refs pending

When to Accept Automated Predictions and When to Defer to Human Judgment?

Artur Garcez, Daniel Sikar, Kaleem Peeroo, Robin Bloomfield, Tillman Weyde

arxiv:2407.07821 v2 · 2024-07-10 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZFK4HRXIQWNNEQRT4KJUX37YYI}

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.

Cited by

1 paper in Pith

Unsupervised Incremental Learning Using Confidence-Based Pseudo-Labels

Receipt and verification

First computed	2026-07-05T08:54:53.911828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c955c3c6e8859ad24233e2934beff8c20e276102b221756ae61b31f98d32a829

Aliases

arxiv: 2407.07821 · arxiv_version: 2407.07821v2 · doi: 10.48550/arxiv.2407.07821 · pith_short_12: ZFK4HRXIQWNN · pith_short_16: ZFK4HRXIQWNNEQRT · pith_short_8: ZFK4HRXI

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/ZFK4HRXIQWNNEQRT4KJUX37YYI \
  | 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: c955c3c6e8859ad24233e2934beff8c20e276102b221756ae61b31f98d32a829

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b2effaf5c231aaeb35d2e792f4d6de8e2049175bc324cee5cff1c629cf583418",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-10T16:45:52Z",
    "title_canon_sha256": "54a1ba4ad41126d71e65e21bc5757c48b6ead5b2b5d4620656e405d6afb39f71"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.07821",
    "kind": "arxiv",
    "version": 2
  }
}