Pith Number

pith:XOIJSSPF

pith:2018:XOIJSSPFOZDIKLC3XPUQVK66TM

not attested not anchored not stored refs pending

Generalization Error Bounds with Probabilistic Guarantee for SGD in Nonconvex Optimization

Huishuai Zhang, Yingbin Liang, Yi Zhou

arxiv:1802.06903 v3 · 2018-02-19 · stat.ML · 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{XOIJSSPFOZDIKLC3XPUQVK66TM}

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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

Self-Play Fine-Tuning Converts Weak Language Models to Strong Language Models

Receipt and verification

First computed	2026-05-17T23:51:54.744498Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bb909949e57646852c5bbbe90aabde9b31d1cca5cfcafabd51871971f3f8ece0

Aliases

arxiv: 1802.06903 · arxiv_version: 1802.06903v3 · doi: 10.48550/arxiv.1802.06903 · pith_short_12: XOIJSSPFOZDI · pith_short_16: XOIJSSPFOZDIKLC3 · pith_short_8: XOIJSSPF

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/XOIJSSPFOZDIKLC3XPUQVK66TM \
  | 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: bb909949e57646852c5bbbe90aabde9b31d1cca5cfcafabd51871971f3f8ece0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40ec8a240c96196c4d0dba5179f51d699491c3d94c73faa8e25dfe3037a0411c",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-02-19T23:04:20Z",
    "title_canon_sha256": "eb3efef9c27c4c104b2f6f466f1b3b84970dbc203427c71be6063533478edf72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1802.06903",
    "kind": "arxiv",
    "version": 3
  }
}