Pith Number

pith:QTX4I3HJ

pith:2020:QTX4I3HJPP5FEU4GWUYAZTXKHF

not attested not anchored not stored refs pending

Methods to integrate multinormals and compute classification measures

Abhranil Das, Wilson S Geisler

arxiv:2012.14331 v13 · 2020-12-23 · stat.ML · cs.CV · 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{QTX4I3HJPP5FEU4GWUYAZTXKHF}

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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

2 papers in Pith

The Normal Distributions Indistinguishability Spectrum and its Application to Privacy-Preserving Machine Learning

Moral Hazard in LTI Dynamics: A Hypothesis Testing Approach

Receipt and verification

First computed	2026-06-30T02:16:46.724049Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

84efc46ce97bfa525386b5300cceea395a5d69ccf1e823536c1c654e23620459

Aliases

arxiv: 2012.14331 · arxiv_version: 2012.14331v13 · doi: 10.48550/arxiv.2012.14331 · pith_short_12: QTX4I3HJPP5F · pith_short_16: QTX4I3HJPP5FEU4G · pith_short_8: QTX4I3HJ

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/QTX4I3HJPP5FEU4GWUYAZTXKHF \
  | 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: 84efc46ce97bfa525386b5300cceea395a5d69ccf1e823536c1c654e23620459

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "faa20bd8591f4902109202dc52ce41e8976193b220588875690f832e40f3eb30",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2020-12-23T05:45:41Z",
    "title_canon_sha256": "a8bfcc25458acca080c0bbd8e3ddb0c91aedc911e71c9ea250f415770175803d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2012.14331",
    "kind": "arxiv",
    "version": 13
  }
}