Pith Number

pith:CNJZBQZR

pith:2022:CNJZBQZRGAUK7KMQLZ4IX6VPN7

not attested not anchored not stored refs pending

Learning to Drop Out: An Adversarial Approach to Training Sequence VAEs

Carl Allen, {\DJ}or{\dj}e Miladinovi\'c, Joachim M. Buhmann, Kumar Shridhar, Kushal Jain, Max B. Paulus, Mrinmaya Sachan

arxiv:2209.12590 v2 · 2022-09-26 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CNJZBQZRGAUK7KMQLZ4IX6VPN7}

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	2026-07-05T05:25:50.860483Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

135390c3313028afa9905e788bfaaf6fda43db5428c4eb303f953e0aef4cee30

Aliases

arxiv: 2209.12590 · arxiv_version: 2209.12590v2 · doi: 10.48550/arxiv.2209.12590 · pith_short_12: CNJZBQZRGAUK · pith_short_16: CNJZBQZRGAUK7KMQ · pith_short_8: CNJZBQZR

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/CNJZBQZRGAUK7KMQLZ4IX6VPN7 \
  | 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: 135390c3313028afa9905e788bfaaf6fda43db5428c4eb303f953e0aef4cee30

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "938f3d21a89a5fcd16cb5cdf346a0b260a3adcc356cb8ad314ac64b215a0b3e5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-26T11:21:19Z",
    "title_canon_sha256": "41f5de885104d070124523557b23d332b77a156b5faff6ec5130283653c3c6a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.12590",
    "kind": "arxiv",
    "version": 2
  }
}