Pith Number

pith:3IC5RDZB

pith:2024:3IC5RDZBRMGSB6TTG7FAQT4PUS

not attested not anchored not stored refs pending

Using GPT-4 to guide causal machine learning

Alessio Zanga, Anthony C. Constantinou, Neville K. Kitson

arxiv:2407.18607 v2 · 2024-07-26 · cs.AI · cs.HC · 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{3IC5RDZBRMGSB6TTG7FAQT4PUS}

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	2026-07-05T09:47:56.151944Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

da05d88f218b0d20fa7337ca084f8fa4999ffbe331a45a6645e63a881d29167b

Aliases

arxiv: 2407.18607 · arxiv_version: 2407.18607v2 · doi: 10.48550/arxiv.2407.18607 · pith_short_12: 3IC5RDZBRMGS · pith_short_16: 3IC5RDZBRMGSB6TT · pith_short_8: 3IC5RDZB

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/3IC5RDZBRMGSB6TTG7FAQT4PUS \
  | 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: da05d88f218b0d20fa7337ca084f8fa4999ffbe331a45a6645e63a881d29167b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fe6691ed5cb5fca75402a85631dfebf46ecfe87477f9a7429906dac18479984b",
    "cross_cats_sorted": [
      "cs.HC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-26T08:59:26Z",
    "title_canon_sha256": "1f596fbad210ca5bddb5208ca2ce57eb0ae284d77603a943748642dbd890b088"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.18607",
    "kind": "arxiv",
    "version": 2
  }
}