Pith Number

pith:CYAYYXLI

pith:2022:CYAYYXLIR4TDRDSRADQ2KNATZR

not attested not anchored not stored refs pending

Variational Transformer: A Framework Beyond the Trade-off between Accuracy and Diversity for Image Captioning

Lianghua He, Longzhen Yang, Yihang Liu, Yitao Peng

arxiv:2205.14458 v2 · 2022-05-28 · cs.CV · 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{CYAYYXLIR4TDRDSRADQ2KNATZR}

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	2026-07-05T04:59:41.105746Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

16018c5d688f26388e5100e1a53413cc6182f0b7cc73395aa8d30a1a77c04e4b

Aliases

arxiv: 2205.14458 · arxiv_version: 2205.14458v2 · doi: 10.48550/arxiv.2205.14458 · pith_short_12: CYAYYXLIR4TD · pith_short_16: CYAYYXLIR4TDRDSR · pith_short_8: CYAYYXLI

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/CYAYYXLIR4TDRDSRADQ2KNATZR \
  | 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: 16018c5d688f26388e5100e1a53413cc6182f0b7cc73395aa8d30a1a77c04e4b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af879fec59df06d2c20fc819cdb21a3f9d715ef127d5070b0f7baaf11d127ecf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-05-28T15:29:14Z",
    "title_canon_sha256": "f1d0c2302ce4c60564e524399ab0b21d25086ad71ae9f8bfbb2526a8249ab18c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.14458",
    "kind": "arxiv",
    "version": 2
  }
}