Pith Number

pith:SXJMJIEQ

pith:2023:SXJMJIEQAQR7R3FX653K2FN45N

not attested not anchored not stored refs pending

A Policy Gradient Framework for Stochastic Optimal Control Problems with Global Convergence Guarantee

Jianfeng Lu, Mo Zhou

arxiv:2302.05816 v3 · 2023-02-11 · math.OC · cs.LG · cs.SY · eess.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SXJMJIEQAQR7R3FX653K2FN45N}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Neural Actor-Critic Methods for Hamilton-Jacobi-Bellman PDEs: Asymptotic Analysis and Numerical Studies

Receipt and verification

First computed	2026-07-05T10:48:56.507590Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95d2c4a0900423f8ecb7f776ad15bceb641d13a3799a49e03671413ca7866c3c

Aliases

arxiv: 2302.05816 · arxiv_version: 2302.05816v3 · doi: 10.48550/arxiv.2302.05816 · pith_short_12: SXJMJIEQAQR7 · pith_short_16: SXJMJIEQAQR7R3FX · pith_short_8: SXJMJIEQ

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/SXJMJIEQAQR7R3FX653K2FN45N \
  | 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: 95d2c4a0900423f8ecb7f776ad15bceb641d13a3799a49e03671413ca7866c3c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29e2399c447a21ae7336681f91476cafc82e3895b64332afa2ceb7206c4d49b7",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2023-02-11T23:30:50Z",
    "title_canon_sha256": "fcc7841205115507118b81c94a05affd654b21aa3f6efd112ce8a7c6cd40282d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.05816",
    "kind": "arxiv",
    "version": 3
  }
}