Pith Number

pith:ZQDB6A7E

pith:2022:ZQDB6A7EB5LTQNKVB43H3OLMX2

not attested not anchored not stored refs pending

Neural Networks and the Chomsky Hierarchy

Anian Ruoss, Chris Cundy, Elliot Catt, Gr\'egoire Del\'etang, Joel Veness, Jordi Grau-Moya, Li Kevin Wenliang, Marcus Hutter, Pedro A. Ortega, Shane Legg, Tim Genewein

arxiv:2207.02098 v3 · 2022-07-05 · cs.LG · cs.AI · cs.CL · cs.FL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZQDB6A7EB5LTQNKVB43H3OLMX2}

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

13 papers in Pith

A Verifiable Search Is Not a Learnable Chain-of-Thought

Towards Understanding Self-Pretraining for Sequence Classification

On the Spatiotemporal Dynamics of Generalization in Neural Networks

Massive Activations in Large Language Models

Receipt and verification

First computed	2026-07-05T05:46:17.793620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cc061f03e40f573835550f367db96cbeb7e3e84db74b830ffa159d01613051e4

Aliases

arxiv: 2207.02098 · arxiv_version: 2207.02098v3 · doi: 10.48550/arxiv.2207.02098 · pith_short_12: ZQDB6A7EB5LT · pith_short_16: ZQDB6A7EB5LTQNKV · pith_short_8: ZQDB6A7E

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/ZQDB6A7EB5LTQNKVB43H3OLMX2 \
  | 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: cc061f03e40f573835550f367db96cbeb7e3e84db74b830ffa159d01613051e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9ea15b61cdfb71aa94964d6f468cf56a31727fca76ab54ae158aa6e99debfadf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.FL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-05T15:06:11Z",
    "title_canon_sha256": "e2bee7cb5aade9fdc4e465cd85831359de4f12af5b1d6be7bda2739ea4a45f2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.02098",
    "kind": "arxiv",
    "version": 3
  }
}