Pith Number

pith:WCSF6PT7

pith:2023:WCSF6PT7Q3QGGYB7E7BF3GQ4QY

not attested not anchored not stored refs pending

Learning a model is paramount for sample efficiency in reinforcement learning control of PDEs

Sebastian Peitz, Stefan Werner

arxiv:2302.07160 v2 · 2023-02-14 · 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{WCSF6PT7Q3QGGYB7E7BF3GQ4QY}

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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

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

Receipt and verification

First computed	2026-07-05T05:50:13.382800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b0a45f3e7f86e063603f27c25d9a1c8605c3ac070fc08ee5a53c76adecefdd85

Aliases

arxiv: 2302.07160 · arxiv_version: 2302.07160v2 · doi: 10.48550/arxiv.2302.07160 · pith_short_12: WCSF6PT7Q3QG · pith_short_16: WCSF6PT7Q3QGGYB7 · pith_short_8: WCSF6PT7

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/WCSF6PT7Q3QGGYB7E7BF3GQ4QY \
  | 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: b0a45f3e7f86e063603f27c25d9a1c8605c3ac070fc08ee5a53c76adecefdd85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f4a81d989ebc0ec60dfc41e690aac66554706cf5fcaf95fc3dd7a6c5c0716b4",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-14T16:14:39Z",
    "title_canon_sha256": "c45117572ab322da5612fd8c87eb86997211f9a7253212252b8880296bd222a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.07160",
    "kind": "arxiv",
    "version": 2
  }
}