Pith Number

pith:GTXZVSDA

pith:2018:GTXZVSDA4KNZ4OZNEVSJUKPDNF

not attested not anchored not stored refs pending

Deterministic Variational Inference for Robust Bayesian Neural Networks

Alexander L. Gaunt, Anqi Wu, Edward Meeds, Jos\'e Miguel Hern\'andez-Lobato, Richard E. Turner, Sebastian Nowozin

arxiv:1810.03958 v2 · 2018-10-09 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{GTXZVSDA4KNZ4OZNEVSJUKPDNF}

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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

A Framework for Variational Inference of Lightweight Bayesian Neural Networks with Heteroscedastic Uncertainties

Self-Supervised Laplace Approximation for Bayesian Uncertainty Quantification

Receipt and verification

First computed	2026-05-17T23:51:52.449178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34ef9ac860e29b9e3b2d25649a29e3695a4bd1a3d0deb91a86147a1fc04b8b8c

Aliases

arxiv: 1810.03958 · arxiv_version: 1810.03958v2 · doi: 10.48550/arxiv.1810.03958 · pith_short_12: GTXZVSDA4KNZ · pith_short_16: GTXZVSDA4KNZ4OZN · pith_short_8: GTXZVSDA

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/GTXZVSDA4KNZ4OZNEVSJUKPDNF \
  | 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: 34ef9ac860e29b9e3b2d25649a29e3695a4bd1a3d0deb91a86147a1fc04b8b8c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "87b52a6b21c863e5e841cd38fe7f49bfc541a7d9bc7580e6bfed5bd71e14a03d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-09T13:30:58Z",
    "title_canon_sha256": "55c230351854af256e803dd228fa0dc26cd04d33b002c696cef49c452378f159"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.03958",
    "kind": "arxiv",
    "version": 2
  }
}