Pith Number

pith:SYL3LYBO

pith:2017:SYL3LYBOXVGC2OTLXMQYS2ISU4

not attested not anchored not stored refs pending

Sub-domain Modelling for Dialogue Management with Hierarchical Reinforcement Learning

I\~nigo Casanueva, Lina Rojas-Barahona, Milica Ga\v{s}i\'c, Nikola Mrk\v{s}i\'c, Pawe{\l} Budzianowski, Pei-Hao Su, Stefan Ultes, Tsung-Hsien Wen

arxiv:1706.06210 v2 · 2017-06-19 · cs.CL · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SYL3LYBOXVGC2OTLXMQYS2ISU4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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	2026-05-18T00:40:12.746938Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9617b5e02ebd4c2d3a6bbb21896912a737095f1c6fb376d83c35e05a3f66f62d

Aliases

arxiv: 1706.06210 · arxiv_version: 1706.06210v2 · doi: 10.48550/arxiv.1706.06210 · pith_short_12: SYL3LYBOXVGC · pith_short_16: SYL3LYBOXVGC2OTL · pith_short_8: SYL3LYBO

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/SYL3LYBOXVGC2OTLXMQYS2ISU4 \
  | 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: 9617b5e02ebd4c2d3a6bbb21896912a737095f1c6fb376d83c35e05a3f66f62d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d85e014024fa83777e80bc7672ce0e48f4909804880fc8757eb2a27fa3f35e19",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-06-19T23:15:22Z",
    "title_canon_sha256": "b5b2ea7e02d22b05e60fbf900d4176d2089f9eeea74532249309fe421e38cd72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.06210",
    "kind": "arxiv",
    "version": 2
  }
}