Pith Number

pith:WXWLMKAS

pith:2022:WXWLMKASYI2WQYHFIWIFB762CU

not attested not anchored not stored refs pending

Loss-calibrated expectation propagation for approximate Bayesian decision-making

Jonathan W. Pillow, Michael J. Morais

arxiv:2201.03128 v1 · 2022-01-10 · stat.ML · 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{WXWLMKASYI2WQYHFIWIFB762CU}

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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

Making Reliable and Flexible Decisions in Long-tailed Classification

Receipt and verification

First computed	2026-07-05T03:47:06.249120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b5ecb62812c2356860e5459050ffda153a9a3478e34ef7d5de206911329dfb60

Aliases

arxiv: 2201.03128 · arxiv_version: 2201.03128v1 · doi: 10.48550/arxiv.2201.03128 · pith_short_12: WXWLMKASYI2W · pith_short_16: WXWLMKASYI2WQYHF · pith_short_8: WXWLMKAS

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/WXWLMKASYI2WQYHFIWIFB762CU \
  | 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: b5ecb62812c2356860e5459050ffda153a9a3478e34ef7d5de206911329dfb60

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a7decece6984936fa60969c51ffd8e9ac77834527e97e15c9197dfde1229355",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-01-10T01:42:28Z",
    "title_canon_sha256": "222205c3e0ee5eca61d7630d18fd4c979fc18f7defb414842fad2c006c82b8d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.03128",
    "kind": "arxiv",
    "version": 1
  }
}