Pith Number

pith:L4YSL2ML

pith:2022:L4YSL2ML6QF6B47HPVD6OOECF6

not attested not anchored not stored refs pending

Convergence Error Analysis of Reflected Gradient Langevin Dynamics for Globally Optimizing Non-Convex Constrained Problems

Akiko Takeda, Kanji Sato, Reiichiro Kawai, Taiji Suzuki

arxiv:2203.10215 v3 · 2022-03-19 · math.OC · math.PR · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{L4YSL2ML6QF6B47HPVD6OOECF6}

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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

Bayesian Rain Field Reconstruction using Commercial Microwave Links and Diffusion Model Priors

Receipt and verification

First computed	2026-07-05T08:55:05.808254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f3125e98bf40be0f3e77d47e738822fa4a1b6cac51389f1014861925d99dea1

Aliases

arxiv: 2203.10215 · arxiv_version: 2203.10215v3 · doi: 10.48550/arxiv.2203.10215 · pith_short_12: L4YSL2ML6QF6 · pith_short_16: L4YSL2ML6QF6B47H · pith_short_8: L4YSL2ML

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/L4YSL2ML6QF6B47HPVD6OOECF6 \
  | 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: 5f3125e98bf40be0f3e77d47e738822fa4a1b6cac51389f1014861925d99dea1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8921b604f030ea95f6af9c12671bf25bb091d7ab6c3e9b3690e0206b5e705eb",
    "cross_cats_sorted": [
      "math.PR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-03-19T02:08:24Z",
    "title_canon_sha256": "ca9a96e2967f7b7ba53dae0e5a7e91b7b195e1b649cc2819058c0bf43e636a94"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.10215",
    "kind": "arxiv",
    "version": 3
  }
}