Pith Number

pith:SVGKHA4Q

pith:2022:SVGKHA4QQUGMHSSRGBA6FX3J4Y

not attested not anchored not stored refs pending

Improving the Trainability of Deep Neural Networks through Layerwise Batch-Entropy Regularization

Antonio Rodr\'iguez-S\'anchez, Bart Keulen, David Peer, Justus Piater, Sebastian Stabinger

arxiv:2208.01134 v1 · 2022-08-01 · 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{SVGKHA4QQUGMHSSRGBA6FX3J4Y}

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	2026-07-05T04:45:29.814405Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

954ca38390850cc3ca513041e2df69e61d7aff4b81f109d0a598e6ed4758c2a8

Aliases

arxiv: 2208.01134 · arxiv_version: 2208.01134v1 · doi: 10.48550/arxiv.2208.01134 · pith_short_12: SVGKHA4QQUGM · pith_short_16: SVGKHA4QQUGMHSSR · pith_short_8: SVGKHA4Q

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/SVGKHA4QQUGMHSSRGBA6FX3J4Y \
  | 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: 954ca38390850cc3ca513041e2df69e61d7aff4b81f109d0a598e6ed4758c2a8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a11e3ac64c4af352635604e571aa95649584e9b5c122d9a8c7ffd1c7bdd381c9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-01T20:31:58Z",
    "title_canon_sha256": "d077a4908c06baf7a272efbb266a452092ce12ae1ee86313b3b8d0297f7b0a20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.01134",
    "kind": "arxiv",
    "version": 1
  }
}