Pith Number

pith:GOSM2YE6

pith:2025:GOSM2YE6HB3YF2RMGZQOXN2XFV

not attested not anchored not stored refs pending

VAEs and GANs: Implicitly Approximating Complex Distributions with Simple Base Distributions and Deep Neural Networks -- Principles, Necessity, and Limitations

Yuan-Hao Wei

arxiv:2503.01898 v1 · 2025-02-28 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GOSM2YE6HB3YF2RMGZQOXN2XFV}

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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

Half-AVAE: Adversarial-Enhanced Factorized and Structured Encoder-Free VAE for Underdetermined Independent Component Analysis

Receipt and verification

First computed	2026-07-05T10:23:31.980376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33a4cd609e387782ea2c3660ebb7572d7aea15619ce6547faa21040e791cba43

Aliases

arxiv: 2503.01898 · arxiv_version: 2503.01898v1 · doi: 10.48550/arxiv.2503.01898 · pith_short_12: GOSM2YE6HB3Y · pith_short_16: GOSM2YE6HB3YF2RM · pith_short_8: GOSM2YE6

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/GOSM2YE6HB3YF2RMGZQOXN2XFV \
  | 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: 33a4cd609e387782ea2c3660ebb7572d7aea15619ce6547faa21040e791cba43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e809830b35916038b99a7d3efaa854073aa2188c2774ee0b4f99a305c7981788",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-28T02:34:14Z",
    "title_canon_sha256": "4de62427af8dc1bcb8d8798ff2db767945be8079a566acf74db471de7cfa9f91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.01898",
    "kind": "arxiv",
    "version": 1
  }
}