Pith Number

pith:3SF56EWA

pith:2019:3SF56EWA2WRQHO546FFRHKVUY5

not attested not anchored not stored refs pending

Implicit Deep Latent Variable Models for Text Generation

Changyou Chen, Chunyuan Li, Jianfeng Gao, Le Fang, Wen Dong

arxiv:1908.11527 v3 · 2019-08-30 · cs.LG · cs.CL · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3SF56EWA2WRQHO546FFRHKVUY5}

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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.

Cited by

1 paper in Pith

GROOT-2: Weakly Supervised Multi-Modal Instruction Following Agents

Receipt and verification

First computed	2026-07-05T00:22:41.415468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

dc8bdf12c0d5a303bbbcf14b13aab4c77041344b177ce15fa858e3c42da91f68

Aliases

arxiv: 1908.11527 · arxiv_version: 1908.11527v3 · doi: 10.48550/arxiv.1908.11527 · pith_short_12: 3SF56EWA2WRQ · pith_short_16: 3SF56EWA2WRQHO54 · pith_short_8: 3SF56EWA

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/3SF56EWA2WRQHO546FFRHKVUY5 \
  | 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: dc8bdf12c0d5a303bbbcf14b13aab4c77041344b177ce15fa858e3c42da91f68

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "82d58bdf3fdf61da52a739dce27ba71061c05338fbdc0cbc6c25e620039f521a",
    "cross_cats_sorted": [
      "cs.CL",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-30T04:12:08Z",
    "title_canon_sha256": "9110c9e7a3e1cbc936c8c586b2f9d46ca2acc322d7556708d3b3b0ba35910f2e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.11527",
    "kind": "arxiv",
    "version": 3
  }
}