Pith Number

pith:PDRQZQYH

pith:2018:PDRQZQYHW2DOAODCP2YK4Y4WIG

not attested not anchored not stored refs pending

A Study of Reinforcement Learning for Neural Machine Translation

Fei Tian, Jianhuang Lai, Lijun Wu, Tao Qin, Tie-Yan Liu

arxiv:1808.08866 v1 · 2018-08-27 · cs.LG · cs.AI · 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{PDRQZQYHW2DOAODCP2YK4Y4WIG}

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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

2 papers in Pith

Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation

Enhancing Speech Large Language Models through Reinforced Behavior Alignment

Receipt and verification

First computed	2026-05-18T00:07:12.997223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

78e30cc307b686e038627eb0ae63964195ca34779d3b760bfd4a740e92aebd64

Aliases

arxiv: 1808.08866 · arxiv_version: 1808.08866v1 · doi: 10.48550/arxiv.1808.08866 · pith_short_12: PDRQZQYHW2DO · pith_short_16: PDRQZQYHW2DOAODC · pith_short_8: PDRQZQYH

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/PDRQZQYHW2DOAODCP2YK4Y4WIG \
  | 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: 78e30cc307b686e038627eb0ae63964195ca34779d3b760bfd4a740e92aebd64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6ab28c3fb398b82636f310d6f1a3a8bad6dc58c0c693c7c96d02d588ec097ac",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-08-27T14:43:38Z",
    "title_canon_sha256": "bdb1ee28b6e0fe1cc7f7ddb914912f76c8ef94ff1528d4f6f16334a10884200d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1808.08866",
    "kind": "arxiv",
    "version": 1
  }
}