Pith Number

pith:LGDTPRD3

pith:2023:LGDTPRD3WLLZCFBVHNZLFC2A3P

not attested not anchored not stored refs pending

Distributed Control of Partial Differential Equations Using Convolutional Reinforcement Learning

Jan Stenner, Kunihiko Taira, Oliver Wallscheid, Sebastian Peitz, Steven L. Brunton, Vikas Chidananda

arxiv:2301.10737 v2 · 2023-01-25 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LGDTPRD3WLLZCFBVHNZLFC2A3P}

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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

Hyperfastrl: Hypernetwork-based reinforcement learning for unified control of parametric chaotic PDEs

Receipt and verification

First computed	2026-07-05T07:27:23.586870Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

598737c47bb2d79114353b72b28b40dbf2aa641772540aa67949fd4ffe7d1f35

Aliases

arxiv: 2301.10737 · arxiv_version: 2301.10737v2 · doi: 10.48550/arxiv.2301.10737 · pith_short_12: LGDTPRD3WLLZ · pith_short_16: LGDTPRD3WLLZCFBV · pith_short_8: LGDTPRD3

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/LGDTPRD3WLLZCFBVHNZLFC2A3P \
  | 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: 598737c47bb2d79114353b72b28b40dbf2aa641772540aa67949fd4ffe7d1f35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e821fe67d49259d7699758991fac192acb9e7767138024cda9bcd8df8582f11",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-01-25T17:55:30Z",
    "title_canon_sha256": "e2fa512b4a6e8d7d4a3520a05b143df98ebe5f76f1ff618cdf6bec4acab82b83"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.10737",
    "kind": "arxiv",
    "version": 2
  }
}