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Pith Number

pith:D63KPV3X

pith:2026:D63KPV3XU3QNGAPAKTPJYEEU24
not attested not anchored not stored refs pending

Deep reinforcement learning with spatial and temporal awareness for active boundary control of buoyancy-driven convection

Alfredo Pinelli, Giorgio Maria Cavallazzi, Miguel P\'erez Cuadrado

arxiv:2606.06191 v1 · 2026-06-04 · physics.flu-dyn

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{D63KPV3XU3QNGAPAKTPJYEEU24}

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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.
Receipt and verification
First computed 2026-06-05T01:15:36.803249Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1fb6a7d777a6e0d301e054de9c1094d7169590c816e2b625e49f8e457c2093df

Aliases

arxiv: 2606.06191 · arxiv_version: 2606.06191v1 · doi: 10.48550/arxiv.2606.06191 · pith_short_12: D63KPV3XU3QN · pith_short_16: D63KPV3XU3QNGAPA · pith_short_8: D63KPV3X
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/D63KPV3XU3QNGAPAKTPJYEEU24 \
  | 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: 1fb6a7d777a6e0d301e054de9c1094d7169590c816e2b625e49f8e457c2093df
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "001f09a5f4d08f053b3a058d897e92bdf4aa5bf4e429feac2271b758033581a0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2026-06-04T13:59:58Z",
    "title_canon_sha256": "e329495e2730889a2eefbcb27f1c3c5035cfd1d818f99d248836db3f90fcc62a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.06191",
    "kind": "arxiv",
    "version": 1
  }
}