Pith Number

pith:TCAVSMBJ

pith:2024:TCAVSMBJ4NA5YDNQEJB5M44JVP

not attested not anchored not stored refs pending

Measuring training variability from stochastic optimization using robust nonparametric testing

Anand D. Sarwate, Reilly Cannon, Sinjini Banerjee, Tim Marrinan, Tony Chiang

arxiv:2406.08307 v2 · 2024-06-12 · stat.ML · 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{TCAVSMBJ4NA5YDNQEJB5M44JVP}

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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.

Cited by

1 paper in Pith

The FID Lottery: Quantifying Hidden Randomness in Generative-Model Evaluation

Receipt and verification

First computed	2026-07-05T10:49:34.685407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9881593029e341dc0db02243d67389abf3c3515433d56087a157ab47f94d7ffc

Aliases

arxiv: 2406.08307 · arxiv_version: 2406.08307v2 · doi: 10.48550/arxiv.2406.08307 · pith_short_12: TCAVSMBJ4NA5 · pith_short_16: TCAVSMBJ4NA5YDNQ · pith_short_8: TCAVSMBJ

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/TCAVSMBJ4NA5YDNQEJB5M44JVP \
  | 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: 9881593029e341dc0db02243d67389abf3c3515433d56087a157ab47f94d7ffc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d782a085e85c28b9be447e636dff27ecca990d1cdf4cdebf619473b57934c628",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-06-12T15:08:15Z",
    "title_canon_sha256": "3a2b55e8f1f42a95cb75701357e44ae011d93a097fbced7e4cb40cd31c9ee5af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.08307",
    "kind": "arxiv",
    "version": 2
  }
}