Pith Number

pith:OKH7ZXWQ

pith:2016:OKH7ZXWQK7AW5C7V2T7BJ6WAYD

not attested not anchored not stored refs pending

BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems

Faisal Ahmed, Jianfeng Gao, Li Deng, Lihong Li, Xiujun Li, Zachary C. Lipton

arxiv:1608.05081 v4 · 2016-08-17 · cs.LG · cs.NE · 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{OKH7ZXWQK7AW5C7V2T7BJ6WAYD}

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	2026-05-18T00:29:31.438558Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

728ffcded057c16e8bf5d4fe14fac0c0f9a488cb38ab9804cd650fc0a57cf87a

Aliases

arxiv: 1608.05081 · arxiv_version: 1608.05081v4 · doi: 10.48550/arxiv.1608.05081 · pith_short_12: OKH7ZXWQK7AW · pith_short_16: OKH7ZXWQK7AW5C7V · pith_short_8: OKH7ZXWQ

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/OKH7ZXWQK7AW5C7V2T7BJ6WAYD \
  | 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: 728ffcded057c16e8bf5d4fe14fac0c0f9a488cb38ab9804cd650fc0a57cf87a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d22b71b8bba6d3395edf5627e5ceb74c56b0d34c20ccde7bc27bd01a296bc510",
    "cross_cats_sorted": [
      "cs.NE",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-08-17T20:00:04Z",
    "title_canon_sha256": "4acf1f50a38b1c3a44c21c477c44e7cdd1363c4be16e8dbace5c71619f5e5b5b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1608.05081",
    "kind": "arxiv",
    "version": 4
  }
}