Pith Number

pith:BYOYC5GR

pith:2022:BYOYC5GRP6DHMB6BBRAQ2IPEYX

not attested not anchored not stored refs pending

Why neural networks find simple solutions: the many regularizers of geometric complexity

Benoit Dherin, David G.T. Barrett, Michael Munn, Mihaela Rosca

arxiv:2209.13083 v2 · 2022-09-27 · 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{BYOYC5GRP6DHMB6BBRAQ2IPEYX}

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	2026-07-05T05:28:09.198600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e1d8174d17f867607c10c410d21e4c5c1fe77acbdd2b28820e0cc779a76a29f

Aliases

arxiv: 2209.13083 · arxiv_version: 2209.13083v2 · doi: 10.48550/arxiv.2209.13083 · pith_short_12: BYOYC5GRP6DH · pith_short_16: BYOYC5GRP6DHMB6B · pith_short_8: BYOYC5GR

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/BYOYC5GRP6DHMB6BBRAQ2IPEYX \
  | 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: 0e1d8174d17f867607c10c410d21e4c5c1fe77acbdd2b28820e0cc779a76a29f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2cbd858949485b2e71d23f43c23c205d461e91313d50638225292e18a1ec0cfd",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-27T00:16:38Z",
    "title_canon_sha256": "5405b113933c13570515affe917b1997533168dee5cad779054ca9bfdc9bf6d6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.13083",
    "kind": "arxiv",
    "version": 2
  }
}