Pith Number

pith:WMX2PAAJ

pith:2017:WMX2PAAJ5STN3TKJDZA43GH65L

not attested not anchored not stored refs pending

Virtual vs. Real: Trading Off Simulations and Physical Experiments in Reinforcement Learning with Bayesian Optimization

Alonso Marco, Andreas Krause, Angela P. Schoellig, Felix Berkenkamp, Philipp Hennig, Sebastian Trimpe, Stefan Schaal

arxiv:1703.01250 v1 · 2017-03-03 · cs.RO · cs.LG · cs.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WMX2PAAJ5STN3TKJDZA43GH65L}

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	2026-05-18T00:34:41.847815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b32fa78009eca6ddcd491e41cd98feeadd220d92da61d22ef73bd7cbc0e4c3b6

Aliases

arxiv: 1703.01250 · arxiv_version: 1703.01250v1 · doi: 10.48550/arxiv.1703.01250 · pith_short_12: WMX2PAAJ5STN · pith_short_16: WMX2PAAJ5STN3TKJ · pith_short_8: WMX2PAAJ

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/WMX2PAAJ5STN3TKJDZA43GH65L \
  | 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: b32fa78009eca6ddcd491e41cd98feeadd220d92da61d22ef73bd7cbc0e4c3b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f44acdaa4d6ec163e4dbcbf907b414daf0311245930fac17deeb2611c1a456cb",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2017-03-03T17:20:09Z",
    "title_canon_sha256": "e04363a4be33407b36e770cd46f1e9ec55ee6632575d7572a44be86e330e5327"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1703.01250",
    "kind": "arxiv",
    "version": 1
  }
}