Pith Number

pith:NKE23PC5

pith:2024:NKE23PC5HDFKTEQUZS24IRAMN7

not attested not anchored not stored refs pending

94% on CIFAR-10 in 3.29 Seconds on a Single GPU

Keller Jordan

arxiv:2404.00498 v2 · 2024-03-30 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NKE23PC5HDFKTEQUZS24IRAMN7}

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

Scale-Invariant Neural Network Optimization: Norm Geometry and Heavy-Tailed Noise

Gradient Clipping Beyond Vector Norms: A Spectral Approach for Matrix-Valued Parameters

Muon with Nesterov Momentum: Heavy-Tailed Noise and (Randomized) Inexact Polar Decomposition

Receipt and verification

First computed	2026-07-05T08:04:39.042480Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a89adbc5d38caa99214ccb5c4440c6fd2af74a756feb8f4c6237407b56b6b5d

Aliases

arxiv: 2404.00498 · arxiv_version: 2404.00498v2 · doi: 10.48550/arxiv.2404.00498 · pith_short_12: NKE23PC5HDFK · pith_short_16: NKE23PC5HDFKTEQU · pith_short_8: NKE23PC5

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/NKE23PC5HDFKTEQUZS24IRAMN7 \
  | 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: 6a89adbc5d38caa99214ccb5c4440c6fd2af74a756feb8f4c6237407b56b6b5d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b4b6a86a8a56b5dbd8183dbca4b576ef150cf1bc781fccd653cb1342899fe94",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-30T23:42:23Z",
    "title_canon_sha256": "a63d3638aebc3cb587f11c6073123ce6c36a790917a83fb78a27f4329c6fca96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.00498",
    "kind": "arxiv",
    "version": 2
  }
}