Pith Number

pith:AMEE7I7S

pith:2021:AMEE7I7S2VBCMHZPOXY7CXA4E4

not attested not anchored not stored refs pending

The Geometric Occam's Razor Implicit in Deep Learning

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

arxiv:2111.15090 v2 · 2021-11-30 · 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{AMEE7I7S2VBCMHZPOXY7CXA4E4}

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	2026-07-05T03:36:41.406250Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

03084fa3f2d542261f2f75f1f15c1c270b7d22406ac89b9d5e0f7680387588c8

Aliases

arxiv: 2111.15090 · arxiv_version: 2111.15090v2 · doi: 10.48550/arxiv.2111.15090 · pith_short_12: AMEE7I7S2VBC · pith_short_16: AMEE7I7S2VBCMHZP · pith_short_8: AMEE7I7S

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/AMEE7I7S2VBCMHZPOXY7CXA4E4 \
  | 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: 03084fa3f2d542261f2f75f1f15c1c270b7d22406ac89b9d5e0f7680387588c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91ec0c51c3f2a5c0774dd8139255e1418f5f8130acd6a72e60894ecc575f2dce",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-11-30T03:05:11Z",
    "title_canon_sha256": "06234a1cb8014c6a89c6de012fe3434c6ef15066f26c3526991e8d9da74f90fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.15090",
    "kind": "arxiv",
    "version": 2
  }
}