Pith Number

pith:GFIN725E

pith:2019:GFIN725EWR74OHUGUDZ6IMN323

not attested not anchored not stored refs pending

Fast generalization error bound of deep learning without scale invariance of activation functions

Ryoma Hirose, Yoshikazu Terada

arxiv:1907.10900 v1 · 2019-07-25 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GFIN725EWR74OHUGUDZ6IMN323}

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	2026-05-17T23:39:34.113720Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3150dfeba4b47fc71e86a0f3e431bbd6ffd15dbf5d2eb2167482f52df758d2fe

Aliases

arxiv: 1907.10900 · arxiv_version: 1907.10900v1 · doi: 10.48550/arxiv.1907.10900 · pith_short_12: GFIN725EWR74 · pith_short_16: GFIN725EWR74OHUG · pith_short_8: GFIN725E

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/GFIN725EWR74OHUGUDZ6IMN323 \
  | 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: 3150dfeba4b47fc71e86a0f3e431bbd6ffd15dbf5d2eb2167482f52df758d2fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24e2ab3a86fb794d107ee5bad11397352fa7e074cb5124827c6cc020125e5f77",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-07-25T08:41:39Z",
    "title_canon_sha256": "8155c777ab1e1723376686c833290ef5c13503a9bbec57c170f2e05629c693e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.10900",
    "kind": "arxiv",
    "version": 1
  }
}