Pith Number

pith:Q5455EGT

pith:2024:Q5455EGTMAMD6YDX6NPVMNXLFH

not attested not anchored not stored refs pending

Rewarding What Matters: Step-by-Step Reinforcement Learning for Task-Oriented Dialogue

Haofen Wang, Huifang Du, Minghao Wu, Shuqin Li, Xuejing Feng, Yuan-Fang Li

arxiv:2406.14457 v1 · 2024-06-20 · cs.AI

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\usepackage{pith}
\pithnumber{Q5455EGTMAMD6YDX6NPVMNXLFH}

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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	2026-07-05T08:34:51.040035Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8779de90d360183f6077f35f5636eb29e68f47f62d486dae4ea42fe0ad3da35a

Aliases

arxiv: 2406.14457 · arxiv_version: 2406.14457v1 · doi: 10.48550/arxiv.2406.14457 · pith_short_12: Q5455EGTMAMD · pith_short_16: Q5455EGTMAMD6YDX · pith_short_8: Q5455EGT

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/Q5455EGTMAMD6YDX6NPVMNXLFH \
  | 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: 8779de90d360183f6077f35f5636eb29e68f47f62d486dae4ea42fe0ad3da35a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c197c2409d43d4392693176df7858ad99da30bf0203f472510e16c10e6fd173",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-06-20T16:15:40Z",
    "title_canon_sha256": "a9e4ee242f910dcbc7c2eedbd54e20edeb77df38f5b933463dc7006873cbec6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.14457",
    "kind": "arxiv",
    "version": 1
  }
}