Pith Number

pith:CWOWQN5J

pith:2023:CWOWQN5JTMMWT2E4YRXSIEN5G6

not attested not anchored not stored refs pending

A theory of data variability in Neural Network Bayesian inference

David Dahmen, Javed Lindner, Michael Kr\"amer, Moritz Helias

arxiv:2307.16695 v2 · 2023-07-31 · cond-mat.dis-nn · cs.LG · 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{CWOWQN5JTMMWT2E4YRXSIEN5G6}

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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 Comprehensive Survey on Network Traffic Synthesis: From Statistical Models to Deep Learning

Receipt and verification

First computed	2026-07-05T07:10:49.264348Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

159d6837a99b1969e89cc46f2411bd378be727406d797a6a529dc231fa95d395

Aliases

arxiv: 2307.16695 · arxiv_version: 2307.16695v2 · doi: 10.48550/arxiv.2307.16695 · pith_short_12: CWOWQN5JTMMW · pith_short_16: CWOWQN5JTMMWT2E4 · pith_short_8: CWOWQN5J

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/CWOWQN5JTMMWT2E4YRXSIEN5G6 \
  | 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: 159d6837a99b1969e89cc46f2411bd378be727406d797a6a529dc231fa95d395

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8dc302358a609dcc4eeccdc1be0bbb6b86388ef8b51f3055c3af87ac81522f6b",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cond-mat.dis-nn",
    "submitted_at": "2023-07-31T14:11:32Z",
    "title_canon_sha256": "077df62dcdb0493064f94e3c1644f8d7ea1ef754735607ee0836d739c827b19e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.16695",
    "kind": "arxiv",
    "version": 2
  }
}