Pith Number

pith:F56E2NYE

pith:2022:F56E2NYEDRJPQKJ2NDBZEMW4OS

not attested not anchored not stored refs pending

Stochastic Inexact Augmented Lagrangian Method for Nonconvex Expectation Constrained Optimization

Pin-Yu Chen, Sijia Liu, Songtao Lu, Yangyang Xu, Zichong Li

arxiv:2212.09513 v1 · 2022-12-19 · math.OC · cs.LG · cs.NA · math.NA

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F56E2NYEDRJPQKJ2NDBZEMW4OS}

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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

Stochastic optimization over expectation-formulated generalized Stiefel manifold

Receipt and verification

First computed	2026-07-05T05:26:23.026548Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f7c4d37041c52f8293a68c39232dc74827b50d203d2f7e0a49eb7e971f5d0b2

Aliases

arxiv: 2212.09513 · arxiv_version: 2212.09513v1 · doi: 10.48550/arxiv.2212.09513 · pith_short_12: F56E2NYEDRJP · pith_short_16: F56E2NYEDRJPQKJ2 · pith_short_8: F56E2NYE

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/F56E2NYEDRJPQKJ2NDBZEMW4OS \
  | 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: 2f7c4d37041c52f8293a68c39232dc74827b50d203d2f7e0a49eb7e971f5d0b2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b42ffb831c31f3a964ade1d320e196bf82401ae70e50d309a2a1af5fc54e899",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2022-12-19T14:48:54Z",
    "title_canon_sha256": "8d302a4ab69b06a755ce3648214dadb93626f235edd08587c786716deb5b9cf9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09513",
    "kind": "arxiv",
    "version": 1
  }
}