Pith Number

pith:4ZPKRNDY

pith:2024:4ZPKRNDYUXP5ED4OIMN6WAZ4VD

not attested not anchored not stored refs pending

Model-based deep reinforcement learning for accelerated learning from flow simulations

Andre Weiner, Janis Geise

arxiv:2402.16543 v2 · 2024-02-26 · physics.flu-dyn · cs.CE · 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{4ZPKRNDYUXP5ED4OIMN6WAZ4VD}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Physics-guided surrogate learning enables zero-shot control of turbulent wings

Receipt and verification

First computed	2026-07-05T08:06:27.993504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e65ea8b478a5dfd20f8e431beb033ca8e385ac75a3b9f0b488850864db252ed0

Aliases

arxiv: 2402.16543 · arxiv_version: 2402.16543v2 · doi: 10.48550/arxiv.2402.16543 · pith_short_12: 4ZPKRNDYUXP5 · pith_short_16: 4ZPKRNDYUXP5ED4O · pith_short_8: 4ZPKRNDY

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/4ZPKRNDYUXP5ED4OIMN6WAZ4VD \
  | 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: e65ea8b478a5dfd20f8e431beb033ca8e385ac75a3b9f0b488850864db252ed0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "01ab5843dab4810ca224260edebc667447ec0f6bba67ac2c4743c45c494a99c0",
    "cross_cats_sorted": [
      "cs.CE",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.flu-dyn",
    "submitted_at": "2024-02-26T13:01:45Z",
    "title_canon_sha256": "64d384e977ea84ccb91b45facbfc191c0045747e669c82d41a2be8ba5d5e4b6a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.16543",
    "kind": "arxiv",
    "version": 2
  }
}