Pith Number

pith:VEDVERHE

pith:2017:VEDVERHEE6KW7MC2VYFBKK2TAN

not attested not anchored not stored refs pending

End-to-End Optimization of Task-Oriented Dialogue Model with Deep Reinforcement Learning

Bing Liu, Dilek Hakkani-Tur, Gokhan Tur, Larry Heck, Pararth Shah

arxiv:1711.10712 v2 · 2017-11-29 · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VEDVERHEE6KW7MC2VYFBKK2TAN}

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	2026-05-18T00:29:07.807714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a9075244e427956fb05aae0a152b53034d6214d3b411c41ed5a9e5d34841c35f

Aliases

arxiv: 1711.10712 · arxiv_version: 1711.10712v2 · doi: 10.48550/arxiv.1711.10712 · pith_short_12: VEDVERHEE6KW · pith_short_16: VEDVERHEE6KW7MC2 · pith_short_8: VEDVERHE

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/VEDVERHEE6KW7MC2VYFBKK2TAN \
  | 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: a9075244e427956fb05aae0a152b53034d6214d3b411c41ed5a9e5d34841c35f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2263635dbbf0113f6db143ab4d08ec3a4eca1f7663f4dbfa3bdb0f88fe811eda",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-11-29T07:38:07Z",
    "title_canon_sha256": "5be5fd220cbb7db56b1f6253a1bc1dc788f0c087b66db5a63cbd81bbaa3d711e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1711.10712",
    "kind": "arxiv",
    "version": 2
  }
}