Pith Number

pith:F6YZ6QTR

pith:2017:F6YZ6QTRVICDUPMSLLXZSDP3EF

not attested not anchored not stored refs pending

Sample-efficient Actor-Critic Reinforcement Learning with Supervised Data for Dialogue Management

Milica Gasic, Pawel Budzianowski, Pei-Hao Su, Stefan Ultes, Steve Young

arxiv:1707.00130 v2 · 2017-07-01 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F6YZ6QTRVICDUPMSLLXZSDP3EF}

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	2026-05-18T00:40:53.680383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2fb19f4271aa043a3d925aef990dfb215adba88865d5b339b5c40a1a879c7beb

Aliases

arxiv: 1707.00130 · arxiv_version: 1707.00130v2 · doi: 10.48550/arxiv.1707.00130 · pith_short_12: F6YZ6QTRVICD · pith_short_16: F6YZ6QTRVICDUPMS · pith_short_8: F6YZ6QTR

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/F6YZ6QTRVICDUPMSLLXZSDP3EF \
  | 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: 2fb19f4271aa043a3d925aef990dfb215adba88865d5b339b5c40a1a879c7beb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9aa329c46abb3616a385ea63e2d8a19eac9546bb6368f9265553c2e0956ee745",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-07-01T09:56:31Z",
    "title_canon_sha256": "8f5e795c2a414d36b488038ae38af404e8782f4b34543f585497537326a61edc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.00130",
    "kind": "arxiv",
    "version": 2
  }
}