Pith Number

pith:DN5CFSYG

pith:2024:DN5CFSYGZR7QCYJ6JS66ABCHYC

not attested not anchored not stored refs pending

Networks of Networks: Complexity Class Principles Applied to Compound AI Systems Design

Boris Hanin, Ion Stoica, Jared Quincy Davis, Lingjiao Chen, Matei Zaharia, Peter Bailis

arxiv:2407.16831 v1 · 2024-07-23 · 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{DN5CFSYGZR7QCYJ6JS66ABCHYC}

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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

2 papers in Pith

Towards Evaluation Engineering: An Empirical Study of ML Evaluation Harnesses in the Wild

Large Language Monkeys: Scaling Inference Compute with Repeated Sampling

Receipt and verification

First computed	2026-07-05T08:47:57.175733Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b7a22cb06cc7f01613e4cbde00447c0b7bd9d41105925155705ac04574d688c

Aliases

arxiv: 2407.16831 · arxiv_version: 2407.16831v1 · doi: 10.48550/arxiv.2407.16831 · pith_short_12: DN5CFSYGZR7Q · pith_short_16: DN5CFSYGZR7QCYJ6 · pith_short_8: DN5CFSYG

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/DN5CFSYGZR7QCYJ6JS66ABCHYC \
  | 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: 1b7a22cb06cc7f01613e4cbde00447c0b7bd9d41105925155705ac04574d688c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be2255ecf595ced79ac820b4d4caca4984e39bc1657c05e0b28ecab7c9bec1c9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-23T20:40:37Z",
    "title_canon_sha256": "bb9a0683fa3718cc1a56b247ed153f23a46638c531589919d17270c317ccdac2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.16831",
    "kind": "arxiv",
    "version": 1
  }
}