Pith Number

pith:2RSORDB7

pith:2012:2RSORDB74OT2SFJOFFMF455OZF

not attested not anchored not stored refs pending

Bayesian Hierarchical Mixtures of Experts

Christopher M. Bishop, Markus Svensen

arxiv:1212.2447 v1 · 2012-10-19 · 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{2RSORDB74OT2SFJOFFMF455OZF}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Basis Transformers for Multi-Task Tabular Regression

Receipt and verification

First computed	2026-05-18T03:38:44.893270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d464e88c3fe3a7a9152e29585e77aec9550b4b578b657bcf9d5abc18c385fcba

Aliases

arxiv: 1212.2447 · arxiv_version: 1212.2447v1 · doi: 10.48550/arxiv.1212.2447 · pith_short_12: 2RSORDB74OT2 · pith_short_16: 2RSORDB74OT2SFJO · pith_short_8: 2RSORDB7

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/2RSORDB74OT2SFJOFFMF455OZF \
  | 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: d464e88c3fe3a7a9152e29585e77aec9550b4b578b657bcf9d5abc18c385fcba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c3770a2e604804c6ea5927d917de41d4c15e074763a4b912472ee5467cc35feb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-10-19T15:03:51Z",
    "title_canon_sha256": "44d6a651de5724c3eb16dd9d01f8f755325e255e87f0a51b32a8776888e43026"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1212.2447",
    "kind": "arxiv",
    "version": 1
  }
}