Pith Number

pith:LX6JF7ZZ

pith:2023:LX6JF7ZZ3Q46D2O43BGC46FNRX

not attested not anchored not stored refs pending

Grokking Beyond Neural Networks: An Empirical Exploration with Model Complexity

Charles O'Neill, Jack Miller, Thang Bui

arxiv:2310.17247 v2 · 2023-10-26 · 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{LX6JF7ZZ3Q46D2O43BGC46FNRX}

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

Not All Explanations for Deep Learning Phenomena Are Equally Valuable

Receipt and verification

First computed	2026-07-05T08:02:47.208451Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5dfc92ff39dc39e1e9dcd84c2e78ad8ddd475dc715e131a89e23c9019ff32d1d

Aliases

arxiv: 2310.17247 · arxiv_version: 2310.17247v2 · doi: 10.48550/arxiv.2310.17247 · pith_short_12: LX6JF7ZZ3Q46 · pith_short_16: LX6JF7ZZ3Q46D2O4 · pith_short_8: LX6JF7ZZ

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/LX6JF7ZZ3Q46D2O43BGC46FNRX \
  | 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: 5dfc92ff39dc39e1e9dcd84c2e78ad8ddd475dc715e131a89e23c9019ff32d1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70bddf5df4d6be9497912fc13f3ed192b01214591e353403f11a8178085b6606",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-26T08:47:42Z",
    "title_canon_sha256": "46c2efd1f5ade5349f1f020503b8fecc4313238f3c6e4f59119b102943d68983"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.17247",
    "kind": "arxiv",
    "version": 2
  }
}