Pith Number

pith:AK32J6EV

pith:2020:AK32J6EVTBDIJFYQXS4UQOU5GU

not attested not anchored not stored refs pending

Sample-Efficient Optimization in the Latent Space of Deep Generative Models via Weighted Retraining

Austin Tripp, Erik Daxberger, Jos\'e Miguel Hern\'andez-Lobato

arxiv:2006.09191 v2 · 2020-06-16 · 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{AK32J6EVTBDIJFYQXS4UQOU5GU}

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

Generative Multi-Form Bayesian Optimization

Receipt and verification

First computed	2026-07-05T01:46:01.825698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02b7a4f8959846849710bcb9483a9d350c4223e858760aedae2857ccd83ed07e

Aliases

arxiv: 2006.09191 · arxiv_version: 2006.09191v2 · doi: 10.48550/arxiv.2006.09191 · pith_short_12: AK32J6EVTBDI · pith_short_16: AK32J6EVTBDIJFYQ · pith_short_8: AK32J6EV

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/AK32J6EVTBDIJFYQXS4UQOU5GU \
  | 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: 02b7a4f8959846849710bcb9483a9d350c4223e858760aedae2857ccd83ed07e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "711d3c290a1d1021cb5c78df83ead2873cf0189ba47a25fecb5e2b9d3d9adb7f",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-16T14:34:40Z",
    "title_canon_sha256": "eb0a544b28eca7d79a6ee4a1fc3e9d61387021b1553073dd1798944c1448a9b4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.09191",
    "kind": "arxiv",
    "version": 2
  }
}