Pith Number

pith:K24VAC2Z

pith:2012:K24VAC2ZFAZOKXRU45OTILT7RE

not attested not anchored not stored refs pending

What Regularized Auto-Encoders Learn from the Data Generating Distribution

Guillaume Alain, Yoshua Bengio

arxiv:1211.4246 v5 · 2012-11-18 · cs.LG · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K24VAC2ZFAZOKXRU45OTILT7RE}

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.

Cited by

1 paper in Pith

Unlocking Complex Visual Generation via Closed-Loop Verified Reasoning

Receipt and verification

First computed	2026-05-18T02:44:57.024440Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

56b9500b592832e55e34e75d342e7f891ea7fc0728370a244054ca568e118d49

Aliases

arxiv: 1211.4246 · arxiv_version: 1211.4246v5 · doi: 10.48550/arxiv.1211.4246 · pith_short_12: K24VAC2ZFAZO · pith_short_16: K24VAC2ZFAZOKXRU · pith_short_8: K24VAC2Z

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/K24VAC2ZFAZOKXRU45OTILT7RE \
  | 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: 56b9500b592832e55e34e75d342e7f891ea7fc0728370a244054ca568e118d49

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "59d8e18a27fb139816ff50ff45a3d06017caf9870ae8d29afedef87a215c9127",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2012-11-18T19:06:37Z",
    "title_canon_sha256": "924050f95a8a39c18b481682fdac78f6d500fdd1ebcf563d732c4504e2a3449c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1211.4246",
    "kind": "arxiv",
    "version": 5
  }
}