Pith Number

pith:OEWVM22M

pith:2023:OEWVM22MHSVT5OO667F7HHTC7Y

not attested not anchored not stored refs pending

Has the Machine Learning Review Process Become More Arbitrary as the Field Has Grown? The NeurIPS 2021 Consistency Experiment

Alina Beygelzimer, Jennifer Wortman Vaughan, Percy Liang, Yann N. Dauphin

arxiv:2306.03262 v1 · 2023-06-05 · cs.LG · cs.DL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OEWVM22MHSVT5OO667F7HHTC7Y}

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

6 papers in Pith

The State of Peer Review in Empirical Software Engineering: A Community Survey on Review Load, Quality, and GenAI Use

FARS: A Fully Automated Research System Deployed at Scale

PRISM: A Multi-Dimensional Benchmark for Evaluating LLM Peer Reviewers

Justice in Judgment: Unveiling (Hidden) Bias in LLM-assisted Peer Reviews

Intern-Atlas: A Methodological Evolution Graph as Research Infrastructure for AI Scientists

Receipt and verification

First computed	2026-07-05T06:17:55.670990Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

712d566b4c3cab3eb9def7cbf39e62fe0d6c6f693eb6c68504309eefcd20cbbf

Aliases

arxiv: 2306.03262 · arxiv_version: 2306.03262v1 · doi: 10.48550/arxiv.2306.03262 · pith_short_12: OEWVM22MHSVT · pith_short_16: OEWVM22MHSVT5OO6 · pith_short_8: OEWVM22M

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/OEWVM22MHSVT5OO667F7HHTC7Y \
  | 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: 712d566b4c3cab3eb9def7cbf39e62fe0d6c6f693eb6c68504309eefcd20cbbf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "60fc30e86f46e9a6c17b8016c60b2b06c6f001ad6d1f9e31178dbb859362baf2",
    "cross_cats_sorted": [
      "cs.DL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-05T21:26:12Z",
    "title_canon_sha256": "d21182781c5dca11b5ddc82a40d450814297f5d03439a71acb8e7f7e9cbd6b4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03262",
    "kind": "arxiv",
    "version": 1
  }
}