Pith Number

pith:YKO25LPQ

pith:2023:YKO25LPQ2RTVXOCXJLIA4MKMDF

not attested not anchored not stored refs pending

Achieving Margin Maximization Exponentially Fast via Progressive Norm Rescaling

Lei Wu, Mingze Wang, Zeping Min

arxiv:2311.14387 v4 · 2023-11-24 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YKO25LPQ2RTVXOCXJLIA4MKMDF}

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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

Grokking at the Edge of Numerical Stability

Receipt and verification

First computed	2026-07-05T09:54:00.477907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c29daeadf0d4675bb8574ad00e314c196b9382eeeca6e266646048aefaa69568

Aliases

arxiv: 2311.14387 · arxiv_version: 2311.14387v4 · doi: 10.48550/arxiv.2311.14387 · pith_short_12: YKO25LPQ2RTV · pith_short_16: YKO25LPQ2RTVXOCX · pith_short_8: YKO25LPQ

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/YKO25LPQ2RTVXOCXJLIA4MKMDF \
  | 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: c29daeadf0d4675bb8574ad00e314c196b9382eeeca6e266646048aefaa69568

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71f0e0bef9baa44efbb1a2f3964fe97f85ed56f839ec8143669ba15897c338ca",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-24T10:07:10Z",
    "title_canon_sha256": "5a71ef71075a819255c09983a85714b26c973cf1f6a8a322c193d158ccd90aae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.14387",
    "kind": "arxiv",
    "version": 4
  }
}