pith. sign in
Pith Number

pith:WAHGNXJC

pith:2017:WAHGNXJCYN67TCKJTR3NILXXVB
not attested not anchored not stored refs pending

Concept Formation and Dynamics of Repeated Inference in Deep Generative Models

Masato Okada, Ryo Karakida, Yoshihiro Nagano

arxiv:1712.04195 v1 · 2017-12-12 · stat.ML · cs.LG · cs.NE · q-bio.NC

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{WAHGNXJCYN67TCKJTR3NILXXVB}

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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.
Receipt and verification
First computed 2026-05-18T00:28:08.816097Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b00e66dd22c37df989499c76d42ef7a8531f2ea071039fc7a3806fedf365c804

Aliases

arxiv: 1712.04195 · arxiv_version: 1712.04195v1 · doi: 10.48550/arxiv.1712.04195 · pith_short_12: WAHGNXJCYN67 · pith_short_16: WAHGNXJCYN67TCKJ · pith_short_8: WAHGNXJC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/WAHGNXJCYN67TCKJTR3NILXXVB \
  | 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: b00e66dd22c37df989499c76d42ef7a8531f2ea071039fc7a3806fedf365c804
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "59a49c917bed9ed06ba5cbc06e9b938e868699691c4932ebd6b76ce60ab1ee19",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NE",
      "q-bio.NC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-12-12T09:55:11Z",
    "title_canon_sha256": "ebffa32f0d9f5aa2b6dbcaf2f3f61790598c6ce527e17d04a88f99173bbd7985"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.04195",
    "kind": "arxiv",
    "version": 1
  }
}