Pith Number

pith:NPBXIYI3

pith:2026:NPBXIYI36VIAPD4JASPEOLKMQJ

not attested not anchored not stored refs pending

Universal One-third Time Scaling in Learning Peaked Distributions

Cengiz Pehlevan, Jeff Gore, Yizhou Liu, Ziming Liu

arxiv:2602.03685 v2 · 2026-02-03 · cs.LG · cs.AI · 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{NPBXIYI36VIAPD4JASPEOLKMQJ}

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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

3 papers in Pith

A Boundary-Layer Mechanism for One-Third Scaling in Online Softmax Classification

Attractor Geometry of Transformer Memory: From Conflict Arbitration to Confident Hallucination

Receipt and verification

First computed	2026-06-02T02:04:13.878012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6bc374611bf550078f89049e472d4c82551f0f01bb892246a9dcd7936eac9633

Aliases

arxiv: 2602.03685 · arxiv_version: 2602.03685v2 · doi: 10.48550/arxiv.2602.03685 · pith_short_12: NPBXIYI36VIA · pith_short_16: NPBXIYI36VIAPD4J · pith_short_8: NPBXIYI3

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/NPBXIYI36VIAPD4JASPEOLKMQJ \
  | 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: 6bc374611bf550078f89049e472d4c82551f0f01bb892246a9dcd7936eac9633

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6e49dd237934e8a60b769a74a3e1c99acc9743b78cd0d4dcd61263412b1570d",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-03T16:06:18Z",
    "title_canon_sha256": "e140960ae6811cb551620e3f4b78003a6e0cc024dc03338c82320cebd9e018a8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.03685",
    "kind": "arxiv",
    "version": 2
  }
}