Pith Number

pith:XORNQB7W

pith:2018:XORNQB7WYJAW5G6T5HH2HB62BN

not attested not anchored not stored refs pending

Deep Dyna-Q: Integrating Planning for Task-Completion Dialogue Policy Learning

Baolin Peng, Jianfeng Gao, Jingjing Liu, Kam-Fai Wong, Shang-Yu Su, Xiujun Li

arxiv:1801.06176 v3 · 2018-01-18 · cs.CL · cs.AI · cs.LG · 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{XORNQB7WYJAW5G6T5HH2HB62BN}

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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.

Cited by

1 paper in Pith

An Efficient Task-Oriented Dialogue Policy: Evolutionary Reinforcement Learning Injected by Elite Individuals

Receipt and verification

First computed	2026-05-18T00:15:06.139055Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bba2d807f6c2416e9bd3e9cfa387da0b7b34ec2fa5455c280d24af75d1fb321d

Aliases

arxiv: 1801.06176 · arxiv_version: 1801.06176v3 · doi: 10.48550/arxiv.1801.06176 · pith_short_12: XORNQB7WYJAW · pith_short_16: XORNQB7WYJAW5G6T · pith_short_8: XORNQB7W

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/XORNQB7WYJAW5G6T5HH2HB62BN \
  | 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: bba2d807f6c2416e9bd3e9cfa387da0b7b34ec2fa5455c280d24af75d1fb321d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ebfc7b3bba0c00fd5022b75b43242d9541b5e078dbd8236ed48fd08ca7dae423",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.NE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2018-01-18T18:57:33Z",
    "title_canon_sha256": "21128b189693ce007796d7e5e6000a99e89e3a7a9dfa42315cb324954a9b8ea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1801.06176",
    "kind": "arxiv",
    "version": 3
  }
}