Pith Number

pith:TQ2FYC5X

pith:2024:TQ2FYC5XPNX2AXZKGILO5BMQUD

not attested not anchored not stored refs pending

Efficient World Models with Context-Aware Tokenization

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

arxiv:2406.19320 v1 · 2024-06-27 · cs.LG · cs.AI · cs.CV

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\usepackage{pith}
\pithnumber{TQ2FYC5XPNX2AXZKGILO5BMQUD}

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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

3 papers in Pith

World Models: A Comprehensive Survey of Architectures, Methodologies, Reasoning Paradigms, and Applications

Transferable Delay-Aware Reinforcement Learning via Implicit Causal Graph Modeling

Probing the Impact of Scale on Data-Efficient, Generalist Transformer World Models for Atari

Receipt and verification

First computed	2026-07-05T08:37:33.080808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c345c0bb77b6fa05f2a3216ee8590a0e416ae9f3a35f76a75f8df0003655c9c

Aliases

arxiv: 2406.19320 · arxiv_version: 2406.19320v1 · doi: 10.48550/arxiv.2406.19320 · pith_short_12: TQ2FYC5XPNX2 · pith_short_16: TQ2FYC5XPNX2AXZK · pith_short_8: TQ2FYC5X

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/TQ2FYC5XPNX2AXZKGILO5BMQUD \
  | 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: 9c345c0bb77b6fa05f2a3216ee8590a0e416ae9f3a35f76a75f8df0003655c9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5996fd267cf2c2e46d4d6f2491fd9bd28f6f0f89f77c0163d64bf340e24fb292",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-27T16:54:12Z",
    "title_canon_sha256": "73d1bd76c7ef74886b6b6c37dbeda4960f27d897629dba41298d11128037bf07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19320",
    "kind": "arxiv",
    "version": 1
  }
}