Pith Number

pith:KN4QZC6W

pith:2023:KN4QZC6WSPKEW3VRSDJGWBMU7F

not attested not anchored not stored refs pending

A Holistic Assessment of the Reliability of Machine Learning Systems

Anthony Corso, David Karamadian, Mary Cooper, Mykel J. Kochenderfer, Romeo Valentin

arxiv:2307.10586 v2 · 2023-07-20 · 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{KN4QZC6WSPKEW3VRSDJGWBMU7F}

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

STABLEVAL: Disagreement-Aware and Stable Evaluation of AI Systems

Receipt and verification

First computed	2026-07-05T06:35:53.460743Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

53790c8bd693d44b6eb190d26b0594f9617a9e90f6f5d07c0cdded8955c2a3f2

Aliases

arxiv: 2307.10586 · arxiv_version: 2307.10586v2 · doi: 10.48550/arxiv.2307.10586 · pith_short_12: KN4QZC6WSPKE · pith_short_16: KN4QZC6WSPKEW3VR · pith_short_8: KN4QZC6W

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/KN4QZC6WSPKEW3VRSDJGWBMU7F \
  | 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: 53790c8bd693d44b6eb190d26b0594f9617a9e90f6f5d07c0cdded8955c2a3f2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21483a1175b6af7d4725b977411cf0202be239e4c0dbedf8582189cf0cdc6c1c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-20T05:00:13Z",
    "title_canon_sha256": "c4909b3cad291b7fc4b9bbbf6148d9a5a8299d59ec6e701669354e14e3f95e93"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10586",
    "kind": "arxiv",
    "version": 2
  }
}