Pith Number

pith:SZR3LAEW

pith:2025:SZR3LAEWVUGNKFZHD566W43HWM

not attested not anchored not stored refs pending

Neural Policy Iteration for Stochastic Optimal Control: A Physics-Informed Approach

Minseok Kim, Namkyeong Cho, Yeoneung Kim, Yeongjong Kim

arxiv:2508.01718 v1 · 2025-08-03 · cs.LG · cs.CE · cs.NA · math.NA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SZR3LAEWVUGNKFZHD566W43HWM}

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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

2 papers in Pith

Data-driven online control for real-time optimal economic dispatch and temperature regulation in district heating systems

Policy Iteration for Stationary Discounted Hamilton--Jacobi--Bellman Equations: A Viscosity Approach

Receipt and verification

First computed	2026-07-05T11:47:44.331454Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9663b58096ad0cd517271f7deb7367b32573d14912823b763adf66030c88af8c

Aliases

arxiv: 2508.01718 · arxiv_version: 2508.01718v1 · doi: 10.48550/arxiv.2508.01718 · pith_short_12: SZR3LAEWVUGN · pith_short_16: SZR3LAEWVUGNKFZH · pith_short_8: SZR3LAEW

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/SZR3LAEWVUGNKFZHD566W43HWM \
  | 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: 9663b58096ad0cd517271f7deb7367b32573d14912823b763adf66030c88af8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7da2bd62f37a10e7dcda7ee1229929f2125c7e95af2c25c399c8138b4acf8f4a",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.NA",
      "math.NA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-03T11:02:25Z",
    "title_canon_sha256": "d1123cbaa76c2fe5b79e3495edb833474f2b6a9711db62bca0b3804443aa4fd9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.01718",
    "kind": "arxiv",
    "version": 1
  }
}