Pith Number

pith:VPBEQCPF

pith:2018:VPBEQCPFPK5HGMBRA3JRQQHH46

not attested not anchored not stored refs pending

ARM: Augment-REINFORCE-Merge Gradient for Stochastic Binary Networks

Mingyuan Zhou, Mingzhang Yin

arxiv:1807.11143 v2 · 2018-07-30 · stat.ML · cs.LG · stat.CO · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VPBEQCPFPK5HGMBRA3JRQQHH46}

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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

A Principled Bayesian Framework for Training Binary and Spiking Neural Networks

Receipt and verification

First computed	2026-07-05T00:03:12.299169Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

abc24809e57aba73303106d31840e7e796b7e69407c5e3b517f212b65e3bcb8e

Aliases

arxiv: 1807.11143 · arxiv_version: 1807.11143v2 · doi: 10.48550/arxiv.1807.11143 · pith_short_12: VPBEQCPFPK5H · pith_short_16: VPBEQCPFPK5HGMBR · pith_short_8: VPBEQCPF

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/VPBEQCPFPK5HGMBRA3JRQQHH46 \
  | 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: abc24809e57aba73303106d31840e7e796b7e69407c5e3b517f212b65e3bcb8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91351ed05a65075aed2b96f09bfdde9fcbd49339c13f4f10a9bf973cc8ffd422",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.CO",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2018-07-30T02:21:07Z",
    "title_canon_sha256": "0c410bf2bcace4058d5ac05cb45ef3b408acab384005aac103b1f8ec893bfc3c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1807.11143",
    "kind": "arxiv",
    "version": 2
  }
}