Pith Number

pith:SDGOT44F

pith:2018:SDGOT44FY3UXMILTLJ7R6LID2A

not attested not anchored not stored refs pending

Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models

Kurtland Chua, Roberto Calandra, Rowan McAllister, Sergey Levine

arxiv:1805.12114 v2 · 2018-05-30 · cs.LG · cs.AI · cs.RO · stat.ML

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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

Cited by

1 paper in Pith

DINO-WM: World Models on Pre-trained Visual Features enable Zero-shot Planning

Receipt and verification

First computed	2026-05-18T00:01:43.376366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

90cce9f385c6e97621735a7f1f2d03d00ee624432301f04a5c086c68fdecf760

Aliases

arxiv: 1805.12114 · arxiv_version: 1805.12114v2 · doi: 10.48550/arxiv.1805.12114

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/SDGOT44FY3UXMILTLJ7R6LID2A \
  | 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: 90cce9f385c6e97621735a7f1f2d03d00ee624432301f04a5c086c68fdecf760

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e84a9f0ce8324e9b0674702861b29e0d542154fb822dd183b7b8a5904eb02277",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-30T17:55:21Z",
    "title_canon_sha256": "cd3ca92365bb901c3039ffe3f1eb574f9ccdd285dadfdba3f13856ec36e88f2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.12114",
    "kind": "arxiv",
    "version": 2
  }
}