Pith Number

pith:GSZCEDED

pith:2018:GSZCEDEDQWV6VE7IYRX3VDWKM6

not attested not anchored not stored refs pending

Layer rotation: a surprisingly powerful indicator of generalization in deep networks?

Christophe De Vleeschouwer, Simon Carbonnelle

arxiv:1806.01603 v2 · 2018-06-05 · cs.LG · cs.CV · 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{GSZCEDEDQWV6VE7IYRX3VDWKM6}

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	2026-05-17T23:41:54.034747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34b2220c8385abea93e8c46fba8eca67858e156fa195ef482b5a591e9d009ab5

Aliases

arxiv: 1806.01603 · arxiv_version: 1806.01603v2 · doi: 10.48550/arxiv.1806.01603 · pith_short_12: GSZCEDEDQWV6 · pith_short_16: GSZCEDEDQWV6VE7I · pith_short_8: GSZCEDED

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/GSZCEDEDQWV6VE7IYRX3VDWKM6 \
  | 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: 34b2220c8385abea93e8c46fba8eca67858e156fa195ef482b5a591e9d009ab5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "27cc37ee1ede9c9ccc707530da8bb233bc79e170f1df2bf997ff0acf2821e868",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-05T10:39:21Z",
    "title_canon_sha256": "b934b72f5c84cde13006e3307da2f2524bacd546bfa047650fee009baab11ac1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.01603",
    "kind": "arxiv",
    "version": 2
  }
}