Pith Number

pith:UP3UX2ZQ

pith:2020:UP3UX2ZQD2QKVUICEIB3SCOWY2

not attested not anchored not stored refs pending

Smooth activations and reproducibility in deep networks

Dong Lin, Gil I. Shamir, Lorenzo Coviello

arxiv:2010.09931 v2 · 2020-10-20 · cs.LG · cs.NE · 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{UP3UX2ZQD2QKVUICEIB3SCOWY2}

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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.

Cited by

1 paper in Pith

Blend-to-zero operators for smooth transition functions

Receipt and verification

First computed	2026-07-05T01:55:30.740655Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3f74beb301ea0aad1022203b909d6c69051b6f0050e9b9fb496b59fd3eec018

Aliases

arxiv: 2010.09931 · arxiv_version: 2010.09931v2 · doi: 10.48550/arxiv.2010.09931 · pith_short_12: UP3UX2ZQD2QK · pith_short_16: UP3UX2ZQD2QKVUIC · pith_short_8: UP3UX2ZQ

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/UP3UX2ZQD2QKVUICEIB3SCOWY2 \
  | 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: a3f74beb301ea0aad1022203b909d6c69051b6f0050e9b9fb496b59fd3eec018

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be75690303c3464df8067ec2871cb47736b15b3eee5c42cf00ab814222783b78",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-10-20T00:06:47Z",
    "title_canon_sha256": "ba0f83298e89c9d1209b1f717aead9ea2e73275e5632cfb1b0539fcd868e4f13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.09931",
    "kind": "arxiv",
    "version": 2
  }
}