Pith Number

pith:RW2F66WK

pith:2025:RW2F66WK7KOJXMKIFXQ64ISFQE

not attested not anchored not stored refs pending

Modeling Open-World Cognition as On-Demand Synthesis of Probabilistic Models

Adrian Weller, Alexander K. Lew, Cedegao E. Zhang, Jacob D. Andreas, Joshua B. Tenenbaum, Katherine M. Collins, Lance Ying, Lionel Wong, Timothy O'Donnell, Tobias Gerstenberg, Tyler Brooke-Wilson

arxiv:2507.12547 v2 · 2025-07-16 · cs.CL · cs.AI · cs.PL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RW2F66WK7KOJXMKIFXQ64ISFQE}

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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

From Generalist to Specialist Representation

Medical Model Synthesis Architectures: A Case Study

Understanding Human Actions through the Lens of Executable Models

Receipt and verification

First computed	2026-07-05T11:39:15.194823Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8db45f7acafa9c9bb1482de1ee22458137827586ce75d33dbcddaff1a2f711a2

Aliases

arxiv: 2507.12547 · arxiv_version: 2507.12547v2 · doi: 10.48550/arxiv.2507.12547 · pith_short_12: RW2F66WK7KOJ · pith_short_16: RW2F66WK7KOJXMKI · pith_short_8: RW2F66WK

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/RW2F66WK7KOJXMKIFXQ64ISFQE \
  | 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: 8db45f7acafa9c9bb1482de1ee22458137827586ce75d33dbcddaff1a2f711a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "823bd10d27d86dea39fd97de616b680fdb7038ea512c6c9b8118371986621e31",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-07-16T18:01:03Z",
    "title_canon_sha256": "cf6eeeced386a352bc9bee74cd3b9bf62c4759f76223ba4b5d048ba79eeb40e9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.12547",
    "kind": "arxiv",
    "version": 2
  }
}