Pith Number

pith:WHLS7OUL

pith:2022:WHLS7OULSTVCMFGZDSKJTUT55A

not attested not anchored not stored refs pending

Learning by Doing: Controlling a Dynamical System using Causality, Control, and Reinforcement Learning

Dominik Baumann, Isabelle Guyon, Jonas Peters, Niklas Pfister, Oliver Kroemer, Sebastian Trimpe, Sebastian Weichwald, S{\o}ren Wengel Mogensen, Tabitha Edith Lee

arxiv:2202.06052 v1 · 2022-02-12 · cs.LG · cs.RO · cs.SY · eess.SY · stat.ME · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WHLS7OULSTVCMFGZDSKJTUT55A}

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.

Receipt and verification

First computed	2026-07-05T03:56:20.289413Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b1d72fba8b94ea2614d91c9499d27de80df85761a7eb6e4105cfc6ca24812e6b

Aliases

arxiv: 2202.06052 · arxiv_version: 2202.06052v1 · doi: 10.48550/arxiv.2202.06052 · pith_short_12: WHLS7OULSTVC · pith_short_16: WHLS7OULSTVCMFGZ · pith_short_8: WHLS7OUL

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/WHLS7OULSTVCMFGZDSKJTUT55A \
  | 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: b1d72fba8b94ea2614d91c9499d27de80df85761a7eb6e4105cfc6ca24812e6b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ed4ae8976fefd41d36772335b87742eb9087b14316de961989e4f25757a5f0e",
    "cross_cats_sorted": [
      "cs.RO",
      "cs.SY",
      "eess.SY",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-12T12:37:29Z",
    "title_canon_sha256": "28f91282a037ff91479a04e3c19772f2fa1264aeed9ff88953346b2de301afa2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.06052",
    "kind": "arxiv",
    "version": 1
  }
}