Pith Number

pith:KGLWLR3V

pith:2019:KGLWLR3V5BDNN6TLEGVFMENTXF

not attested not anchored not stored refs pending

Rethinking Action Spaces for Reinforcement Learning in End-to-end Dialog Agents with Latent Variable Models

Kaige Xie, Maxine Eskenazi, Tiancheng Zhao

arxiv:1902.08858 v2 · 2019-02-23 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{KGLWLR3V5BDNN6TLEGVFMENTXF}

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Record completeness

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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

3 papers in Pith

Dual Hierarchical Dialogue Policy Learning for Legal Inquisitive Conversational Agents

PRISMA: Preference-Reinforced Self-Training Approach for Interpretable Emotionally Intelligent Negotiation Dialogues

Receipt and verification

First computed	2026-05-17T23:48:39.457867Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

519765c775e846d6fa6b21aa5611b3b957f83e218d8292681410978b995485f0

Aliases

arxiv: 1902.08858 · arxiv_version: 1902.08858v2 · doi: 10.48550/arxiv.1902.08858 · pith_short_12: KGLWLR3V5BDN · pith_short_16: KGLWLR3V5BDNN6TL · pith_short_8: KGLWLR3V

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/KGLWLR3V5BDNN6TLEGVFMENTXF \
  | 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: 519765c775e846d6fa6b21aa5611b3b957f83e218d8292681410978b995485f0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ab127504599354181bcf00eed6bcdae6746c9b57e90223d46dddb63c6c8cb13a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2019-02-23T22:27:45Z",
    "title_canon_sha256": "f0e99c336f33599dc0b83bd01bc145df3067bd5bb3a5d49be9b6b52795aeb83f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.08858",
    "kind": "arxiv",
    "version": 2
  }
}