Pith Number

pith:Y5EU567Q

pith:2017:Y5EU567QN4IHL5GG2KXKHDAX7X

not attested not anchored not stored refs pending

Reward-Balancing for Statistical Spoken Dialogue Systems using Multi-objective 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, Steve Young, Tsung-Hsien Wen

arxiv:1707.06299 v1 · 2017-07-19 · cs.CL · 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{Y5EU567QN4IHL5GG2KXKHDAX7X}

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	2026-05-18T00:39:54.216807Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c7494efbf06f1075f4c6d2aea38c17fdf5008e9617c62ebcd9d51c445c601004

Aliases

arxiv: 1707.06299 · arxiv_version: 1707.06299v1 · doi: 10.48550/arxiv.1707.06299 · pith_short_12: Y5EU567QN4IH · pith_short_16: Y5EU567QN4IHL5GG · pith_short_8: Y5EU567Q

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/Y5EU567QN4IHL5GG2KXKHDAX7X \
  | 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: c7494efbf06f1075f4c6d2aea38c17fdf5008e9617c62ebcd9d51c445c601004

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecc52da10f29a777c756723e701f95d6f3f07e3d0474a17b846a7ccbbd02ca51",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-07-19T21:21:03Z",
    "title_canon_sha256": "39d6dcdb5836817c160f61566e19285af9f455f85124a6bdb3db88bd02808c89"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.06299",
    "kind": "arxiv",
    "version": 1
  }
}