Pith Number

pith:RY3RMCDY

pith:2023:RY3RMCDYBQAN6U2ORD42AYWG5E

not attested not anchored not stored refs pending

Transformer-based World Models Are Happy With 100k Interactions

Jan Robine, Marc H\"oftmann, Stefan Harmeling, Tobias Uelwer

arxiv:2303.07109 v1 · 2023-03-13 · cs.LG · cs.AI · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RY3RMCDYBQAN6U2ORD42AYWG5E}

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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

17 papers in Pith

SVI-Bench: A Dynamic Microworld for Strategic Video Intelligence

Self-supervised Hierarchical Visual Reasoning with World Model

SVI-Bench: A Dynamic Microworld for Strategic Video Intelligence

Behavior-Invariant Task Representation Learning with Transformer-based World Models for Offline Meta-Reinforcement Learning

Simulus: Combining Improvements in Sample-Efficient World Model Agents

Receipt and verification

First computed	2026-07-05T05:50:26.836776Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8e371608780c00df534e88f9a062c6e906f48c195d073373accb44e9bbafacd9

Aliases

arxiv: 2303.07109 · arxiv_version: 2303.07109v1 · doi: 10.48550/arxiv.2303.07109 · pith_short_12: RY3RMCDYBQAN · pith_short_16: RY3RMCDYBQAN6U2O · pith_short_8: RY3RMCDY

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/RY3RMCDYBQAN6U2ORD42AYWG5E \
  | 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: 8e371608780c00df534e88f9a062c6e906f48c195d073373accb44e9bbafacd9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b2c42e6668b2d464b641f1c035c28ae7c7feefbfcfd8060a9a8bf27b9352c61",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-13T13:43:59Z",
    "title_canon_sha256": "d5df4af1476f67b707e18c84b2ceda8092a544199933d7634a17864c269ba397"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.07109",
    "kind": "arxiv",
    "version": 1
  }
}