Pith Number

pith:CJRRFPPA

pith:2022:CJRRFPPAGPN2N254GP2TLVE6V6

not attested not anchored not stored refs pending

We need to talk about random seeds

Steven Bethard

arxiv:2210.13393 v1 · 2022-10-24 · cs.CL · 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{CJRRFPPAGPN2N254GP2TLVE6V6}

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

4 papers in Pith

GRAIN: Group Aggregation via Min-Norm Objective

Gradient-Descent Steps to Success over Mean Accuracy: A Paradigm Shift for ML

Instructions Shape Production of Language, not Processing

Receipt and verification

First computed	2026-07-05T05:09:44.991899Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

126312bde033dba6ebbc33f535d49eafa8d47d4a7c708e5bcf6c9acbe6830425

Aliases

arxiv: 2210.13393 · arxiv_version: 2210.13393v1 · doi: 10.48550/arxiv.2210.13393 · pith_short_12: CJRRFPPAGPN2 · pith_short_16: CJRRFPPAGPN2N254 · pith_short_8: CJRRFPPA

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/CJRRFPPAGPN2N254GP2TLVE6V6 \
  | 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: 126312bde033dba6ebbc33f535d49eafa8d47d4a7c708e5bcf6c9acbe6830425

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "913e36ce5ddea62cc228d69c6c99c1821e6eae0a98b07ae0ffb38659a8726278",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-10-24T16:48:45Z",
    "title_canon_sha256": "5257e177c4d251013b02b0ba4800ee9bb7acfe8ce65fd43a392b63b1beaf1944"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.13393",
    "kind": "arxiv",
    "version": 1
  }
}