Pith Number

pith:IQXGDLXE

pith:2025:IQXGDLXEX3AM323Z6U3FDCOUTV

not attested not anchored not stored refs pending

The Role of Randomness in Stability

Max Hopkins, Shay Moran

arxiv:2502.08007 v1 · 2025-02-11 · 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{IQXGDLXEX3AM323Z6U3FDCOUTV}

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

Stability and List-Replicability for Agnostic Learners

Receipt and verification

First computed	2026-07-05T10:13:13.522664Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

442e61aee4bec0cdeb79f5365189d49d5ff1ca361db253f1a3c21177abb9e8d3

Aliases

arxiv: 2502.08007 · arxiv_version: 2502.08007v1 · doi: 10.48550/arxiv.2502.08007 · pith_short_12: IQXGDLXEX3AM · pith_short_16: IQXGDLXEX3AM323Z · pith_short_8: IQXGDLXE

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/IQXGDLXEX3AM323Z6U3FDCOUTV \
  | 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: 442e61aee4bec0cdeb79f5365189d49d5ff1ca361db253f1a3c21177abb9e8d3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b99ff4ca901d31e923436de13661487ddeb5a6519a1db35be283662f8e7e93de",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T23:06:43Z",
    "title_canon_sha256": "814fdbe941646a2174a0fb72e88974c10dc20d310aa68812ab7ca312a65f4224"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.08007",
    "kind": "arxiv",
    "version": 1
  }
}