Pith Number

pith:2F3UDJJX

pith:2017:2F3UDJJXJQNBSH347FZUOIYA45

not attested not anchored not stored refs pending

Generalization Bounds of SGLD for Non-convex Learning: Two Theoretical Viewpoints

Kai Zheng, Liwei Wang, Wenlong Mou, Xiyu Zhai

arxiv:1707.05947 v1 · 2017-07-19 · cs.LG · math.OC · 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{2F3UDJJXJQNBSH347FZUOIYA45}

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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	2026-05-18T00:39:58.869884Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d17741a5374c1a191f7cf973472300e743e030a3fd9e9cacfe0ead9109c3f7d0

Aliases

arxiv: 1707.05947 · arxiv_version: 1707.05947v1 · doi: 10.48550/arxiv.1707.05947 · pith_short_12: 2F3UDJJXJQNB · pith_short_16: 2F3UDJJXJQNBSH34 · pith_short_8: 2F3UDJJX

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/2F3UDJJXJQNBSH347FZUOIYA45 \
  | 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: d17741a5374c1a191f7cf973472300e743e030a3fd9e9cacfe0ead9109c3f7d0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ffff4028b1bf54dcf06fe6559f7701e2f0f30fc35017466714a70f9587ecee9c",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-07-19T06:17:57Z",
    "title_canon_sha256": "8bb4393028453be18d6cbf0899cff63395dc2333d85b5923d61e0e7ac486b1ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.05947",
    "kind": "arxiv",
    "version": 1
  }
}