Pith Number

pith:AQLXV5MU

pith:2024:AQLXV5MUNMZC3YH7GYOEBZJKCU

not attested not anchored not stored refs pending

Robust agents learn causal world models

Jonathan Richens, Tom Everitt

arxiv:2402.10877 v7 · 2024-02-16 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AQLXV5MUNMZC3YH7GYOEBZJKCU}

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

The CRISTAL Method: Neurosymbolic analysis from AI-synthesized world models

You Are in Control of Your State: Why Human Outcomes Are Controllable Through Causal State Intervention

The Design and Composition of Structural Causal Decision Processes

Receipt and verification

First computed	2026-07-05T08:45:50.058604Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04177af5946b322de0ff361c40e52a150888646833f38437552810a64d057c0d

Aliases

arxiv: 2402.10877 · arxiv_version: 2402.10877v7 · doi: 10.48550/arxiv.2402.10877 · pith_short_12: AQLXV5MUNMZC · pith_short_16: AQLXV5MUNMZC3YH7 · pith_short_8: AQLXV5MU

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/AQLXV5MUNMZC3YH7GYOEBZJKCU \
  | 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: 04177af5946b322de0ff361c40e52a150888646833f38437552810a64d057c0d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e159be954ae63b1b864190d4a33a2e6f001de39315d5030fd0add7909e0c25f4",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-02-16T18:29:19Z",
    "title_canon_sha256": "ae0a5229f5032381e88facacb88c6cc8f3ee0b2077a3e8486a2657db3dd90086"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.10877",
    "kind": "arxiv",
    "version": 7
  }
}