Pith Number

pith:LZZVK5BO

pith:2022:LZZVK5BOULUJXHYCM5PPAARMQY

not attested not anchored not stored refs pending

Transformers are Sample-Efficient World Models

Eloi Alonso, Fran\c{c}ois Fleuret, Vincent Micheli

arxiv:2209.00588 v2 · 2022-09-01 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZZVK5BOULUJXHYCM5PPAARMQY}

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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

29 papers in Pith

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Towards World Models in Biomedical Research

Autoregressive Diffusion World Models for Off-Policy Evaluation of LLM Agents

CLAW: Learning Continuous Latent Action World Models via Adversarial Latent Regularization

AR Forcing: Towards Long-Horizon Robot Navigation World Model

Receipt and verification

First computed	2026-07-05T05:47:03.534188Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e7355742ea2e89b9f02675ef0022c860b931c751a25ccb64cf4c15a3fb9780d

Aliases

arxiv: 2209.00588 · arxiv_version: 2209.00588v2 · doi: 10.48550/arxiv.2209.00588 · pith_short_12: LZZVK5BOULUJ · pith_short_16: LZZVK5BOULUJXHYC · pith_short_8: LZZVK5BO

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/LZZVK5BOULUJXHYCM5PPAARMQY \
  | 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: 5e7355742ea2e89b9f02675ef0022c860b931c751a25ccb64cf4c15a3fb9780d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "90fecc497fccccf627637822bb000242fe05e3680ea9d1fa2c4d1a7d0f175ba6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-01T17:03:07Z",
    "title_canon_sha256": "9dced5f5ef010770f12b1b9e983309e5d725a055be0e1a98528c1b363ba876c3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.00588",
    "kind": "arxiv",
    "version": 2
  }
}