Pith Number

pith:EDTUEVUH

pith:2017:EDTUEVUHJ52A3A3RWT2HCVKDKF

not attested not anchored not stored refs pending

Adversarial Advantage Actor-Critic Model for Task-Completion Dialogue Policy Learning

Baolin Peng, Jianfeng Gao, Jingjing Liu, Kam-Fai Wong, Xiujun Li, Yun-Nung Chen

arxiv:1710.11277 v2 · 2017-10-31 · 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{EDTUEVUHJ52A3A3RWT2HCVKDKF}

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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.

Receipt and verification

First computed	2026-05-18T00:24:03.961498Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

20e74256874f740d8371b4f47155435171c92270f302f9500078c96858d7e592

Aliases

arxiv: 1710.11277 · arxiv_version: 1710.11277v2 · doi: 10.48550/arxiv.1710.11277 · pith_short_12: EDTUEVUHJ52A · pith_short_16: EDTUEVUHJ52A3A3R · pith_short_8: EDTUEVUH

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/EDTUEVUHJ52A3A3RWT2HCVKDKF \
  | 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: 20e74256874f740d8371b4f47155435171c92270f302f9500078c96858d7e592

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e008cd17ad4fa53937aab51aef61fc4afb9d3873a6e62be73b88b00f870f6a7b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2017-10-31T00:25:03Z",
    "title_canon_sha256": "22e69083c3d236963c7d8b59f6aebcee5e64e72f54c60ddb5dfd99c7cd54b5b6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.11277",
    "kind": "arxiv",
    "version": 2
  }
}