Pith Number

pith:CZJNPCCR

pith:2024:CZJNPCCR5S2SZAFEC3DBBPE6CZ

not attested not anchored not stored refs pending

Data-Enabled Policy Optimization for Direct Adaptive Learning of the LQR

Alessandro Chiuso, Feiran Zhao, Florian D\"orfler, Keyou You

arxiv:2401.14871 v4 · 2024-01-26 · math.OC · cs.SY · eess.SY

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZJNPCCR5S2SZAFEC3DBBPE6CZ}

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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

Noise Sensitivity of the Semidefinite Programs for Direct Data-Driven LQR

Receipt and verification

First computed	2026-07-05T09:15:29.378544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1652d78851ecb52c80a416c610bc9e16757dc560412a5a17b968997a0d65db7f

Aliases

arxiv: 2401.14871 · arxiv_version: 2401.14871v4 · doi: 10.48550/arxiv.2401.14871 · pith_short_12: CZJNPCCR5S2S · pith_short_16: CZJNPCCR5S2SZAFE · pith_short_8: CZJNPCCR

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/CZJNPCCR5S2SZAFEC3DBBPE6CZ \
  | 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: 1652d78851ecb52c80a416c610bc9e16757dc560412a5a17b968997a0d65db7f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ccb1775f713e0e2963a6eb4b6036c91b8ecf0d106c4c325e1704bfe5f8f322f0",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-01-26T13:58:35Z",
    "title_canon_sha256": "403a9a7e793ce2e5fc2224ae44f45ff0b63fe85e1fa681ba466a46e1d7e40888"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.14871",
    "kind": "arxiv",
    "version": 4
  }
}