Pith Number

pith:DZSB5MN4

pith:2021:DZSB5MN4NBEVRKCGSLWVCX4QYY

not attested not anchored not stored refs pending

Reducing the Amortization Gap in Variational Autoencoders: A Bayesian Random Function Approach

Minyoung Kim, Vladimir Pavlovic

arxiv:2102.03151 v1 · 2021-02-05 · 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{DZSB5MN4NBEVRKCGSLWVCX4QYY}

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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

Instance-Adaptive Parametrization for Amortized Variational Inference

Receipt and verification

First computed	2026-07-05T02:13:06.279203Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e641eb1bc684958a84692ed515f90c61d60e4b8c65f434cbb72442e39173630

Aliases

arxiv: 2102.03151 · arxiv_version: 2102.03151v1 · doi: 10.48550/arxiv.2102.03151 · pith_short_12: DZSB5MN4NBEV · pith_short_16: DZSB5MN4NBEVRKCG · pith_short_8: DZSB5MN4

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/DZSB5MN4NBEVRKCGSLWVCX4QYY \
  | 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: 1e641eb1bc684958a84692ed515f90c61d60e4b8c65f434cbb72442e39173630

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a013b762ebfc7074bcb6aff54e890ebf1ef4c6c73a147b20df05ff7a0b1f8fe7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-05T13:01:12Z",
    "title_canon_sha256": "168548abd266f369c6debe968e453c9998a164d8b37772588df6d1a4cfc1e0a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.03151",
    "kind": "arxiv",
    "version": 1
  }
}