Pith Number

pith:SNZOKZBS

pith:2019:SNZOKZBSDWUAY7NM6DHBHNH3U5

not attested not anchored not stored refs pending

An Efficient Explorative Sampling Considering the Generative Boundaries of Deep Generative Neural Networks

Giyoung Jeon, Haedong Jeong, Jaesik Choi

arxiv:1912.05827 v1 · 2019-12-12 · 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{SNZOKZBSDWUAY7NM6DHBHNH3U5}

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	2026-07-05T00:25:43.174917Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9372e564321da80c7dacf0ce13b4fba75fd59fff85b55bd22a22168742e319b0

Aliases

arxiv: 1912.05827 · arxiv_version: 1912.05827v1 · doi: 10.48550/arxiv.1912.05827 · pith_short_12: SNZOKZBSDWUA · pith_short_16: SNZOKZBSDWUAY7NM · pith_short_8: SNZOKZBS

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/SNZOKZBSDWUAY7NM6DHBHNH3U5 \
  | 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: 9372e564321da80c7dacf0ce13b4fba75fd59fff85b55bd22a22168742e319b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "51e94ed289585552f4d42973da4fa8a7816cff57ea60459b05d49991ee0e3aa5",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-12T08:27:46Z",
    "title_canon_sha256": "e11ca0cd37159eabe7a721a0156ab6f66bb43a95675f5fcef909eb09a55e95c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05827",
    "kind": "arxiv",
    "version": 1
  }
}