Pith Number

pith:F5YXPDR6

pith:2017:F5YXPDR6Y4E7AS6UEOEKPGGYA7

not attested not anchored not stored refs pending

A Probabilistic Framework for Nonlinearities in Stochastic Neural Networks

Lawrence Carin, Qinliang su, Xuejun Liao

arxiv:1709.06123 v1 · 2017-09-18 · 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{F5YXPDR6Y4E7AS6UEOEKPGGYA7}

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	2026-05-18T00:34:54.356236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f71778e3ec709f04bd42388a798d807ca4cbbebf3848bc12e48e36e62a4b5b3

Aliases

arxiv: 1709.06123 · arxiv_version: 1709.06123v1 · doi: 10.48550/arxiv.1709.06123 · pith_short_12: F5YXPDR6Y4E7 · pith_short_16: F5YXPDR6Y4E7AS6U · pith_short_8: F5YXPDR6

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/F5YXPDR6Y4E7AS6UEOEKPGGYA7 \
  | 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: 2f71778e3ec709f04bd42388a798d807ca4cbbebf3848bc12e48e36e62a4b5b3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81450a9c15ca2943a2abf1e02b55617ab0ead976eaea907c436578c877c447c9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-09-18T19:01:53Z",
    "title_canon_sha256": "b3903a31918c229ea0a4637b6854a98b526aa425c15a79c7a69bcf9b15c9085b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1709.06123",
    "kind": "arxiv",
    "version": 1
  }
}