Pith Number

pith:STG2KHYF

pith:2022:STG2KHYF3UZZ4W2PMNCRBIAMOL

not attested not anchored not stored refs pending

Towards Understanding How Machines Can Learn Causal Overhypotheses

Adrian Liu, Alison Gopnik, Bryanna Kaufmann, David M. Chan, Eliza Kosoy, Jasmine Collins, Jessica B. Hamrick, John Canny, Nan Rosemary Ke, Sandy Han Huang

arxiv:2206.08353 v1 · 2022-06-16 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{STG2KHYF3UZZ4W2PMNCRBIAMOL}

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.

Receipt and verification

First computed	2026-07-05T04:32:24.711667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

94cda51f05dd339e5b4f634510a00c72ec5dd9b3622d0dd4d024146325523144

Aliases

arxiv: 2206.08353 · arxiv_version: 2206.08353v1 · doi: 10.48550/arxiv.2206.08353 · pith_short_12: STG2KHYF3UZZ · pith_short_16: STG2KHYF3UZZ4W2P · pith_short_8: STG2KHYF

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/STG2KHYF3UZZ4W2PMNCRBIAMOL \
  | 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: 94cda51f05dd339e5b4f634510a00c72ec5dd9b3622d0dd4d024146325523144

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "80eab9a2a4f536bb9d290bfb3564e7e57be8f7c95f6a72cc91084c711d9dcce5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-16T17:54:16Z",
    "title_canon_sha256": "ea66c01520f91dc2163c07e2b3bc85b703b4d2b973f1c460ee96a6a873cb5b5c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.08353",
    "kind": "arxiv",
    "version": 1
  }
}