Pith Number

pith:Y6AOO5EV

pith:2022:Y6AOO5EV3FYBHSYU5Y3D5EL2ZK

not attested not anchored not stored refs pending

Generalised Gaussian Process Latent Variable Models (GPLVM) with Stochastic Variational Inference

Aditya Ravuri, Neil D. Lawrence, Vidhi Lalchand

arxiv:2202.12979 v2 · 2022-02-25 · cs.LG · stat.ME · 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{Y6AOO5EV3FYBHSYU5Y3D5EL2ZK}

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

Probabilistic Embeddings for Frozen Vision-Language Models: Uncertainty Quantification with Gaussian Process Latent Variable Models

Receipt and verification

First computed	2026-07-05T05:11:18.890719Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c780e77495d97013cb14ee363e917acab5358e06548836e256f0d1d97dba8b7b

Aliases

arxiv: 2202.12979 · arxiv_version: 2202.12979v2 · doi: 10.48550/arxiv.2202.12979 · pith_short_12: Y6AOO5EV3FYB · pith_short_16: Y6AOO5EV3FYBHSYU · pith_short_8: Y6AOO5EV

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/Y6AOO5EV3FYBHSYU5Y3D5EL2ZK \
  | 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: c780e77495d97013cb14ee363e917acab5358e06548836e256f0d1d97dba8b7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "110e17f03639a7ef37f7ea39f9ba54608174afe1ee522de39f6d1f93acca80fe",
    "cross_cats_sorted": [
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-25T21:21:51Z",
    "title_canon_sha256": "687bb3ae3f2bd4a752a23a0e0a6beebe60d4d0888e45a9883a08f720efe2cf8a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.12979",
    "kind": "arxiv",
    "version": 2
  }
}