Pith Number

pith:T3EON5BF

pith:2023:T3EON5BF5AM5OR7DNBHJIOSI3L

not attested not anchored not stored refs pending

Concurrent Classifier Error Detection (CCED) in Large Scale Machine Learning Systems

Alvaro Alonso, Fabrizio Lombardi, Farzad Niknia, Pedro Reviriego, Shanshan Liu, Zhen Gao, Ziheng Wang

arxiv:2306.01820 v1 · 2023-06-02 · 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{T3EON5BF5AM5OR7DNBHJIOSI3L}

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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.

Receipt and verification

First computed	2026-07-05T07:33:15.334656Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9ec8e6f425e819d747e3684e943a48daef8b8a625f9fb3c34f55d2c9c61db909

Aliases

arxiv: 2306.01820 · arxiv_version: 2306.01820v1 · doi: 10.48550/arxiv.2306.01820 · pith_short_12: T3EON5BF5AM5 · pith_short_16: T3EON5BF5AM5OR7D · pith_short_8: T3EON5BF

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/T3EON5BF5AM5OR7DNBHJIOSI3L \
  | 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: 9ec8e6f425e819d747e3684e943a48daef8b8a625f9fb3c34f55d2c9c61db909

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "07a1a2896c496635e4a6fd1c8ccc66feaf726416ec4761573b93d13cc956ca5a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-02T12:36:05Z",
    "title_canon_sha256": "cdd019852db299d2d57dbdcd2d32a3dd15b7ad9c2d9575ff0ebe9d4b838d4910"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.01820",
    "kind": "arxiv",
    "version": 1
  }
}