Pith Number

pith:7ZBDG7GV

pith:2023:7ZBDG7GV4RFFMZFX5QRVUK24PG

not attested not anchored not stored refs pending

Effective control of two-dimensional Rayleigh--B\'enard convection: invariant multi-agent reinforcement learning is all you need

Colin Vignon, Francisco Alc\'antara-\'Avila, Jean Rabault, Joel Vasanth, Mikael Mortensen, Ricardo Vinuesa

arxiv:2304.02370 v2 · 2023-04-05 · physics.flu-dyn · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7ZBDG7GV4RFFMZFX5QRVUK24PG}

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

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

Receipt and verification

First computed	2026-07-05T06:29:45.651603Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe42337cd5e44a5664b7ec235a2b5c79a2d1ce4c14f516396928c67adc86eb51

Aliases

arxiv: 2304.02370 · arxiv_version: 2304.02370v2 · doi: 10.48550/arxiv.2304.02370 · pith_short_12: 7ZBDG7GV4RFF · pith_short_16: 7ZBDG7GV4RFFMZFX · pith_short_8: 7ZBDG7GV

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/7ZBDG7GV4RFFMZFX5QRVUK24PG \
  | 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: fe42337cd5e44a5664b7ec235a2b5c79a2d1ce4c14f516396928c67adc86eb51

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1d56d3f4009111ce315b4e3ab5e305a504475f845a7130ce7a58983512c19de3",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2023-04-05T11:21:21Z",
    "title_canon_sha256": "b7509240f539252598adfcc2c1d7399dfa0d2618cbfe07953ca514844ab4a9d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.02370",
    "kind": "arxiv",
    "version": 2
  }
}