Pith Number

pith:YSNBEHWP

pith:2019:YSNBEHWPVDARQMELMELXVBKYVG

not attested not anchored not stored refs pending

Improved Multi-Stage Training of Online Attention-based Encoder-Decoder Models

Abhinav Garg, Ankur Kumar, Chanwoo Kim, Dhananjaya Gowda, Kwangyoun Kim, Mehul Kumar

arxiv:1912.12384 v1 · 2019-12-28 · eess.AS · cs.LG · cs.SD · eess.SP · 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{YSNBEHWPVDARQMELMELXVBKYVG}

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	2026-07-05T00:28:59.476063Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c49a121ecfa8c118308b61177a8558a9829c3c828f96f01d39abf381c20e384c

Aliases

arxiv: 1912.12384 · arxiv_version: 1912.12384v1 · doi: 10.48550/arxiv.1912.12384 · pith_short_12: YSNBEHWPVDAR · pith_short_16: YSNBEHWPVDARQMEL · pith_short_8: YSNBEHWP

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/YSNBEHWPVDARQMELMELXVBKYVG \
  | 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: c49a121ecfa8c118308b61177a8558a9829c3c828f96f01d39abf381c20e384c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "891e64196b422dda604237f6317496c6e25c39e10d08dfb1f88f00775493ec38",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SD",
      "eess.SP",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.AS",
    "submitted_at": "2019-12-28T02:29:33Z",
    "title_canon_sha256": "203f205b96e4dd1be12191d3e1caecc98f03b1be0613e5315947bcd15d3e2d23"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.12384",
    "kind": "arxiv",
    "version": 1
  }
}