Pith Number

pith:2ZUIU4AZ

pith:2016:2ZUIU4AZ4TVCZH57DTBGR42W5X

not attested not anchored not stored refs pending

Deep Unsupervised Clustering with Gaussian Mixture Variational Autoencoders

Hugh Salimbeni, Kai Arulkumaran, Marta Garnelo, Matthew C.H. Lee, Murray Shanahan, Nat Dilokthanakul, Pedro A.M. Mediano

arxiv:1611.02648 v2 · 2016-11-08 · cs.LG · cs.NE · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2ZUIU4AZ4TVCZH57DTBGR42W5X}

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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

7 papers in Pith

Learning Disentangled Representations for Generalized Multi-view Clustering

Risk-Aware Aerocapture Guidance Through a Probabilistic Indicator Function

Heavy-Tailed Class-Conditional Priors for Long-Tailed Generative Modeling

PDGMM-VAE: A Variational Autoencoder with Adaptive Per-Dimension Gaussian Mixture Model Priors for Nonlinear ICA

A Testable Certificate for Constant Collapse in Teacher-Guided VAEs

Receipt and verification

First computed	2026-05-18T00:52:54.985690Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6688a7019e4ea2c9fbf1cc268f356edecc2b7e779f65602ea6b5eb035f47702

Aliases

arxiv: 1611.02648 · arxiv_version: 1611.02648v2 · doi: 10.48550/arxiv.1611.02648 · pith_short_12: 2ZUIU4AZ4TVC · pith_short_16: 2ZUIU4AZ4TVCZH57 · pith_short_8: 2ZUIU4AZ

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/2ZUIU4AZ4TVCZH57DTBGR42W5X \
  | 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: d6688a7019e4ea2c9fbf1cc268f356edecc2b7e779f65602ea6b5eb035f47702

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea4186c20a0153157ab370f882fa3f4698d6729e5edcd5972d4f0d25291b9f24",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-11-08T18:36:36Z",
    "title_canon_sha256": "34dd213c32e251b2181b6bfc792d8a61a26ff4f53c7fa6af10fa03864340d52f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.02648",
    "kind": "arxiv",
    "version": 2
  }
}