Pith Number

pith:N3SIEWCU

pith:2022:N3SIEWCUSK5LVAN5Y6BWQBRVTL

not attested not anchored not stored refs pending

On the detrimental effect of invariances in the likelihood for variational inference

Jan Gasthaus, Ralf Herbrich, Richard Kurle, Tim januschowski, Yuyang Wang

arxiv:2209.07157 v2 · 2022-09-15 · cs.LG

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\usepackage{pith}
\pithnumber{N3SIEWCUSK5LVAN5Y6BWQBRVTL}

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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

Approximate Message Passing for Bayesian Neural Networks

Receipt and verification

First computed	2026-07-05T05:03:52.219794Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ee482585492baba81bdc7836806359ae836eda1481c9860c45fa874e1215a74

Aliases

arxiv: 2209.07157 · arxiv_version: 2209.07157v2 · doi: 10.48550/arxiv.2209.07157 · pith_short_12: N3SIEWCUSK5L · pith_short_16: N3SIEWCUSK5LVAN5 · pith_short_8: N3SIEWCU

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/N3SIEWCUSK5LVAN5Y6BWQBRVTL \
  | 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: 6ee482585492baba81bdc7836806359ae836eda1481c9860c45fa874e1215a74

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a0b48ae04270fa212705eb5791c2acf8806abd262c13546d732468c287586322",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-15T09:13:30Z",
    "title_canon_sha256": "fb3429f636bb2a0ad5a3af955e0840210ab955169816762bb1299b87bbec9f33"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.07157",
    "kind": "arxiv",
    "version": 2
  }
}