Pith Number

pith:YS7HGOW2

pith:2024:YS7HGOW222L6UJYIPOJZEVGWA2

not attested not anchored not stored refs pending

Advanced deep-reinforcement-learning methods for flow control: group-invariant and positional-encoding networks improve learning speed and quality

Francisco Alc\'antara-\'Avila, Jean Rabault, Joel Vasanth, Joongoo Jeon, Ricardo Vinuesa, Shilaj Baral

arxiv:2407.17822 v2 · 2024-07-25 · cs.LG · physics.flu-dyn

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YS7HGOW222L6UJYIPOJZEVGWA2}

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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

Sparse Sensor Placement in Multi-Agent Reinforcement Learning Control of Rayleigh-B\'enard Convection

XRePIT: A deep learning-computational fluid dynamics hybrid framework implemented in OpenFOAM for fast, robust, and scalable unsteady simulations

Receipt and verification

First computed	2026-07-05T09:25:45.721644Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4be733adad697ea27087b939254d606b5ce083816d08d2561fb166a23f91a72

Aliases

arxiv: 2407.17822 · arxiv_version: 2407.17822v2 · doi: 10.48550/arxiv.2407.17822 · pith_short_12: YS7HGOW222L6 · pith_short_16: YS7HGOW222L6UJYI · pith_short_8: YS7HGOW2

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/YS7HGOW222L6UJYIPOJZEVGWA2 \
  | 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: c4be733adad697ea27087b939254d606b5ce083816d08d2561fb166a23f91a72

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9891ec44e331868ccf00507bd593fc0bdac577e3a0a896009b728b0302c68c82",
    "cross_cats_sorted": [
      "physics.flu-dyn"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-25T07:24:41Z",
    "title_canon_sha256": "64ad4095b79a616f0f5be5df1a87cda9bea679de1e75140dc7cea41efde4bf21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17822",
    "kind": "arxiv",
    "version": 2
  }
}