Pith Number

pith:HFTHDEP6

pith:2024:HFTHDEP6AHN4F3YERVLFBGTMT2

not attested not anchored not stored refs pending

Aligning Graphical and Functional Causal Abstractions

Fabio Massimo Zennaro, Willem Schooltink

arxiv:2412.17080 v4 · 2024-12-22 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HFTHDEP6AHN4F3YERVLFBGTMT2}

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

1 paper in Pith

Using causal abstractions to accelerate decision-making in complex bandit problems

Receipt and verification

First computed	2026-07-05T10:30:59.553667Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

39667191fe01dbc2ef048d56509a6c9e81122d455375e1931b04b93e462b1534

Aliases

arxiv: 2412.17080 · arxiv_version: 2412.17080v4 · doi: 10.48550/arxiv.2412.17080 · pith_short_12: HFTHDEP6AHN4 · pith_short_16: HFTHDEP6AHN4F3YE · pith_short_8: HFTHDEP6

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/HFTHDEP6AHN4F3YERVLFBGTMT2 \
  | 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: 39667191fe01dbc2ef048d56509a6c9e81122d455375e1931b04b93e462b1534

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3a1fb71b0912fb05dd00b6bf46f33c8d6b2a0c0fbb244a48766f94e2c8abd69",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-12-22T16:11:25Z",
    "title_canon_sha256": "653ec17ea2bc1634e80f76fbfa46763ce72ba0e61fbc1a71ae7badc1e0e18eb0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17080",
    "kind": "arxiv",
    "version": 4
  }
}