Pith Number

pith:IVAOG2KG

pith:2018:IVAOG2KGPXMGUIQRLVY2MDGRYR

not attested not anchored not stored refs pending

Feudal Reinforcement Learning for Dialogue Management in Large Domains

Bo-Hsiang Tseng, I\~nigo Casanueva, Lina Rojas-Barahona, Milica Ga\v{s}i\'c, Pawe{\l} Budzianowski, Pei-Hao Su, Stefan Ultes

arxiv:1803.03232 v1 · 2018-03-08 · cs.CL · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IVAOG2KGPXMGUIQRLVY2MDGRYR}

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	2026-05-18T00:21:44.046342Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4540e369467dd86a22115d71a60cd1c447b1a7d0cf4fd1df08ced7c449b28d79

Aliases

arxiv: 1803.03232 · arxiv_version: 1803.03232v1 · doi: 10.48550/arxiv.1803.03232 · pith_short_12: IVAOG2KGPXMG · pith_short_16: IVAOG2KGPXMGUIQR · pith_short_8: IVAOG2KG

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/IVAOG2KGPXMGUIQRLVY2MDGRYR \
  | 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: 4540e369467dd86a22115d71a60cd1c447b1a7d0cf4fd1df08ced7c449b28d79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ade567d343adb1ac997243d21ad3fc678e8bcfae2086f028e7a6cbf69b9c2f1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-03-08T18:05:18Z",
    "title_canon_sha256": "53dca9e42f72c1699394ca0800612aab82b8f4aa8c9cb8fa73d57adf6d984f99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1803.03232",
    "kind": "arxiv",
    "version": 1
  }
}