Pith Number

pith:7RMNL76R

pith:2019:7RMNL76RC6PK6D36E2HQIWIV2K

not attested not anchored not stored refs pending

Lagging Inference Networks and Posterior Collapse in Variational Autoencoders

Daniel Spokoyny, Graham Neubig, Junxian He, Taylor Berg-Kirkpatrick

arxiv:1901.05534 v2 · 2019-01-16 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{7RMNL76RC6PK6D36E2HQIWIV2K}

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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

4 papers in Pith

Ensemble-Based Dirichlet Modeling for Predictive Uncertainty and Selective Classification

Synthetic Flight Data Generation Using Generative Models

Conditional Flow-VAE for Safety-Critical Traffic Scenario Generation

Representation learning from OCT images

Receipt and verification

First computed	2026-05-17T23:55:16.818231Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc58d5ffd1179eaf0f7e268f045915d2bee0391add1e8872e0ba9a069956c4ff

Aliases

arxiv: 1901.05534 · arxiv_version: 1901.05534v2 · doi: 10.48550/arxiv.1901.05534 · pith_short_12: 7RMNL76RC6PK · pith_short_16: 7RMNL76RC6PK6D36 · pith_short_8: 7RMNL76R

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/7RMNL76RC6PK6D36E2HQIWIV2K \
  | 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: fc58d5ffd1179eaf0f7e268f045915d2bee0391add1e8872e0ba9a069956c4ff

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd16ab481005f0cc7bc352a835c1f8c9e8f448f2788b8deadd156562f071e2df",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-01-16T21:32:33Z",
    "title_canon_sha256": "a3f546ea3477b65a02a295329df94838cf8401dbf6911cf265b8e0239fd245db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.05534",
    "kind": "arxiv",
    "version": 2
  }
}