Pith Number

pith:XXJG2IFC

pith:2021:XXJG2IFCHF7GXSA2ETAHX6G63Z

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Online Control of Stochastic Partial Differential Equations

Amir-massoud Farahmand, Erfan Pirmorad, Faraz Khoshbakhtian, Farnam Mansouri

arxiv:2110.11265 v3 · 2021-10-21 · cs.LG · math.DS

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XXJG2IFCHF7GXSA2ETAHX6G63Z}

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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

Model-Based Closed-Loop Control Algorithm for Stochastic Partial Differential Equation Control

Receipt and verification

First computed	2026-07-05T03:39:04.034693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bdd26d20a2397e6bc81a24c07bf8dede6f905a9449dd794f6cd6763219a72bba

Aliases

arxiv: 2110.11265 · arxiv_version: 2110.11265v3 · doi: 10.48550/arxiv.2110.11265 · pith_short_12: XXJG2IFCHF7G · pith_short_16: XXJG2IFCHF7GXSA2 · pith_short_8: XXJG2IFC

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/XXJG2IFCHF7GXSA2ETAHX6G63Z \
  | 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: bdd26d20a2397e6bc81a24c07bf8dede6f905a9449dd794f6cd6763219a72bba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aff53c38ef088060ff4c37599adf92a4b6947dfd6578c5c4f7c1c991c3868e9c",
    "cross_cats_sorted": [
      "math.DS"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-21T16:45:50Z",
    "title_canon_sha256": "ee661b1dd7609f5459912ed1a9c8e5834763a8a732db778cfaea77b3282060a0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.11265",
    "kind": "arxiv",
    "version": 3
  }
}