Pith Number

pith:KKPQO4QM

pith:2025:KKPQO4QMVTSRNWSWNIXU534B2C

not attested not anchored not stored refs pending

Better Decisions through the Right Causal World Model

Elisabeth Dillies, Florian Peter Busch, Jannis Bl\"uml, Kristian Kersting, Quentin Delfosse, Raban Emunds

arxiv:2504.07257 v1 · 2025-04-09 · 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{KKPQO4QMVTSRNWSWNIXU534B2C}

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

2 papers in Pith

Causal Reward World Models: Zero-shot Reward Design for Automated Skill Generation

GRAIL: Autonomous Concept Grounding for Neuro-Symbolic Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:47:05.812087Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

529f07720cace516da566a2f4eef81d08a66b497722290c26ee17b2ca720598b

Aliases

arxiv: 2504.07257 · arxiv_version: 2504.07257v1 · doi: 10.48550/arxiv.2504.07257 · pith_short_12: KKPQO4QMVTSR · pith_short_16: KKPQO4QMVTSRNWSW · pith_short_8: KKPQO4QM

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/KKPQO4QMVTSRNWSWNIXU534B2C \
  | 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: 529f07720cace516da566a2f4eef81d08a66b497722290c26ee17b2ca720598b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec037fcb9b243b19d67300f25e68427de63b803501e3665e749b77f79fc77e0a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-09T20:29:13Z",
    "title_canon_sha256": "94e8a5407f8748c38f3bef691b6712852d6936812a9230c71a9e0f397f9b8631"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07257",
    "kind": "arxiv",
    "version": 1
  }
}