Pith Number

pith:MPVLJX7C

pith:2024:MPVLJX7C4SW6BFTGTIH226T6OI

not attested not anchored not stored refs pending

Multi-agent reinforcement learning for the control of three-dimensional Rayleigh-B\'enard convection

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

arxiv:2407.21565 v2 · 2024-07-31 · 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{MPVLJX7C4SW6BFTGTIH226T6OI}

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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

Latent feedback control of distributed systems in multiple scenarios through deep learning-based reduced order models

Receipt and verification

First computed	2026-07-05T09:39:25.494928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63eab4dfe2e4ade096669a0fad7a7e723d93da1a10753309d60c05f1cb69680b

Aliases

arxiv: 2407.21565 · arxiv_version: 2407.21565v2 · doi: 10.48550/arxiv.2407.21565 · pith_short_12: MPVLJX7C4SW6 · pith_short_16: MPVLJX7C4SW6BFTG · pith_short_8: MPVLJX7C

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/MPVLJX7C4SW6BFTGTIH226T6OI \
  | 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: 63eab4dfe2e4ade096669a0fad7a7e723d93da1a10753309d60c05f1cb69680b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e2272c305c464b28e660489acc6eb9185d52a18c6dea7ec74f74ccca86ec728",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2024-07-31T12:41:20Z",
    "title_canon_sha256": "8e5d511503811ec3e4392efa02f9168ff9fb922e05ec4060bae075c3f7add2a7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.21565",
    "kind": "arxiv",
    "version": 2
  }
}