Pith Number

pith:GOWE2Y4X

pith:2025:GOWE2Y4X5HVJV3LU6JO3BEUHJY

not attested not anchored not stored refs pending

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

Ben Niu, Libo Qin, Shihan Wang, Yangyang Zhao

arxiv:2506.03519 v2 · 2025-06-04 · cs.CL

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GOWE2Y4X5HVJV3LU6JO3BEUHJY}

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	2026-07-05T11:16:09.924407Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33ac4d6397e9ea9aed74f25db092874e1ee19a53fd7c6b1a1fcfac9021384e37

Aliases

arxiv: 2506.03519 · arxiv_version: 2506.03519v2 · doi: 10.48550/arxiv.2506.03519 · pith_short_12: GOWE2Y4X5HVJ · pith_short_16: GOWE2Y4X5HVJV3LU · pith_short_8: GOWE2Y4X

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/GOWE2Y4X5HVJV3LU6JO3BEUHJY \
  | 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: 33ac4d6397e9ea9aed74f25db092874e1ee19a53fd7c6b1a1fcfac9021384e37

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a366793c51233059d72a5721506714173b33b3cfaba6c713ca0eab493a3bd86d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-06-04T03:07:55Z",
    "title_canon_sha256": "ba3372f3eb11a61cde8b093c5b7314047d49af1944704edaa7bbe5d832a51595"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03519",
    "kind": "arxiv",
    "version": 2
  }
}