Pith Number

pith:ZB7WSCJD

pith:2017:ZB7WSCJDVRCXDEAP6OO3OGPT2I

not attested not anchored not stored refs pending

Global Convergence of Langevin Dynamics Based Algorithms for Nonconvex Optimization

Difan Zou, Jinghui Chen, Pan Xu, Quanquan Gu

arxiv:1707.06618 v3 · 2017-07-20 · stat.ML · cs.LG · math.OC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZB7WSCJDVRCXDEAP6OO3OGPT2I}

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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

On quantitative Laplace-type convergence results for some exponential probability measures, with two applications

Receipt and verification

First computed	2026-07-05T01:43:53.486852Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c87f690923ac4571900ff39db719f3d22c5650cbd88628cfc6d4165dca58be27

Aliases

arxiv: 1707.06618 · arxiv_version: 1707.06618v3 · doi: 10.48550/arxiv.1707.06618 · pith_short_12: ZB7WSCJDVRCX · pith_short_16: ZB7WSCJDVRCXDEAP · pith_short_8: ZB7WSCJD

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/ZB7WSCJDVRCXDEAP6OO3OGPT2I \
  | 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: c87f690923ac4571900ff39db719f3d22c5650cbd88628cfc6d4165dca58be27

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "acff87a147f4badf33bcbd3f74a5cc81d036c2227517ac8def74c4f255cdb5b4",
    "cross_cats_sorted": [
      "cs.LG",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-07-20T17:18:11Z",
    "title_canon_sha256": "40ed6647800900d536ad24728dc05ef162260271d91b419992837c1f746a658d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.06618",
    "kind": "arxiv",
    "version": 3
  }
}