Pith. sign in
Pith Number

pith:3N7YWEMW

pith:2022:3N7YWEMW5R5Y2VWK2FZZPOAZNQ
not attested not anchored not stored refs pending

Cooperation in the Latent Space: The Benefits of Adding Mixture Components in Variational Autoencoders

Alexandra Hotti, Jens Lagergren, Oskar Kviman, Ricky Mol\'en, Semih Kurt, V\'ictor Elvira

arxiv:2209.15514 v2 · 2022-09-30 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{3N7YWEMW5R5Y2VWK2FZZPOAZNQ}

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.
Receipt and verification
First computed 2026-07-05T06:32:34.497818Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

db7f8b1196ec7b8d56cad17397b8196c2ca3cb5c89283342d133e6705a6d2599

Aliases

arxiv: 2209.15514 · arxiv_version: 2209.15514v2 · doi: 10.48550/arxiv.2209.15514 · pith_short_12: 3N7YWEMW5R5Y · pith_short_16: 3N7YWEMW5R5Y2VWK · pith_short_8: 3N7YWEMW
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/3N7YWEMW5R5Y2VWK2FZZPOAZNQ \
  | 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: db7f8b1196ec7b8d56cad17397b8196c2ca3cb5c89283342d133e6705a6d2599
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "f8809a3ee574006cd84d77ff73bdba55a66e5fd0081891554836f4094e78303b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-30T15:01:35Z",
    "title_canon_sha256": "e91442d2754f0f73c5e0ed68c2deb8f4d9449125a684def32510ff12097267be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.15514",
    "kind": "arxiv",
    "version": 2
  }
}