Pith Number

pith:2HMPUDSG

pith:2024:2HMPUDSGMB25NNPTGWCTWVPHRX

not attested not anchored not stored refs pending

Transformers Use Causal World Models in Maze-Solving Tasks

Adrians Skapars, Alessandra Russo, Alex F. Spies, Katsumi Inoue, Michael I. Ivanitskiy, Murray Shanahan, Tilman R\"auker, William Edwards

arxiv:2412.11867 v2 · 2024-12-16 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2HMPUDSGMB25NNPTGWCTWVPHRX}

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.

Cited by

3 papers in Pith

Hierarchical Experimentalist Agents

Interaction Locality in Hierarchical Recursive Reasoning

A Co-Evolutionary Theory of Human-AI Coexistence: Mutualism, Governance, and Dynamics in Complex Societies

Receipt and verification

First computed	2026-07-05T10:25:15.337151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1d8fa0e466075d6b5f335853b55e78df3fb99068e052abd6250e59c6842b864

Aliases

arxiv: 2412.11867 · arxiv_version: 2412.11867v2 · doi: 10.48550/arxiv.2412.11867 · pith_short_12: 2HMPUDSGMB25 · pith_short_16: 2HMPUDSGMB25NNPT · pith_short_8: 2HMPUDSG

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/2HMPUDSGMB25NNPTGWCTWVPHRX \
  | 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: d1d8fa0e466075d6b5f335853b55e78df3fb99068e052abd6250e59c6842b864

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "718ca9fb3a73efb88b4d59986ed251cac8abd3be287a0410b39c479ad24bda99",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-16T15:21:04Z",
    "title_canon_sha256": "162913e2377e8f7f5b2ebae91d63466c23d6bb23153d5b6d7e8de0c3edec94e1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.11867",
    "kind": "arxiv",
    "version": 2
  }
}