Pith Number

pith:DZUKZ7FQ

pith:2021:DZUKZ7FQYABNYXZ2U3KD443HNE

not attested not anchored not stored refs pending

Piecewise Linear Units Improve Deep Neural Networks

Abbas Kouzani, Jordan Inturrisi, Riccardo Pagliarella, Sui Yang Khoo

arxiv:2108.00700 v3 · 2021-08-02 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DZUKZ7FQYABNYXZ2U3KD443HNE}

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	2026-07-05T03:07:51.043321Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e68acfcb0c002dc5f3aa6d43e73676903c5557afa6d8919c3c38f4abbbbaa91

Aliases

arxiv: 2108.00700 · arxiv_version: 2108.00700v3 · doi: 10.48550/arxiv.2108.00700 · pith_short_12: DZUKZ7FQYABN · pith_short_16: DZUKZ7FQYABNYXZ2 · pith_short_8: DZUKZ7FQ

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/DZUKZ7FQYABNYXZ2U3KD443HNE \
  | 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: 1e68acfcb0c002dc5f3aa6d43e73676903c5557afa6d8919c3c38f4abbbbaa91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e6d2364940b903a6d3473bfb33688c6a083c05085962a6287483115b3396496",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-02T08:09:38Z",
    "title_canon_sha256": "f7a988fc781a9bce474e71630a894543b7dd83753b2e59596f33b610807fda76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.00700",
    "kind": "arxiv",
    "version": 3
  }
}