Pith Number

pith:2NSCPTOF

pith:2020:2NSCPTOFIKHVAJPMLMENRNQ4UU

not attested not anchored not stored refs pending

A Backward SDE Method for Uncertainty Quantification in Deep Learning

Feng Bao, He Zhang, Richard Archibald, Yanzhao Cao

arxiv:2011.14145 v2 · 2020-11-28 · cs.LG · math.OC · 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{2NSCPTOFIKHVAJPMLMENRNQ4UU}

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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

Federated Learning on Stochastic Neural Networks

Receipt and verification

First computed	2026-07-05T02:28:53.939897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d36427cdc5428f5025ec5b08d8b61ca5178e6fb88411e20adbfa0790655790fe

Aliases

arxiv: 2011.14145 · arxiv_version: 2011.14145v2 · doi: 10.48550/arxiv.2011.14145 · pith_short_12: 2NSCPTOFIKHV · pith_short_16: 2NSCPTOFIKHVAJPM · pith_short_8: 2NSCPTOF

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/2NSCPTOFIKHVAJPMLMENRNQ4UU \
  | 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: d36427cdc5428f5025ec5b08d8b61ca5178e6fb88411e20adbfa0790655790fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b465f23342d407ae7eb00703bebb357cd40fdee72fab570ea33eb6e69a79a357",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-11-28T15:19:36Z",
    "title_canon_sha256": "b6aa672f1970293988b47451eb193fc1a8730fbecccdc23b553bbc1f4ee8027e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2011.14145",
    "kind": "arxiv",
    "version": 2
  }
}