Pith Number

pith:H5ORLE5U

pith:2025:H5ORLE5UVZJCVYF7ZDXJTTXM5N

not attested not anchored not stored refs pending

Reward-Driven Interaction: Enhancing Proactive Dialogue Agents through User Satisfaction Prediction

Chuheng Zhang, Wanchun Dou, Wei Shen, Xiaolong Xu, Xiaonan He, Xuyun Zhang

arxiv:2505.18731 v1 · 2025-05-24 · 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{H5ORLE5UVZJCVYF7ZDXJTTXM5N}

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	2026-07-05T11:09:18.724523Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3f5d1593b4ae522ae0bfc8ee99ceeceb590a897bc7d2bff5fb5254f7e11d7900

Aliases

arxiv: 2505.18731 · arxiv_version: 2505.18731v1 · doi: 10.48550/arxiv.2505.18731 · pith_short_12: H5ORLE5UVZJC · pith_short_16: H5ORLE5UVZJCVYF7 · pith_short_8: H5ORLE5U

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/H5ORLE5UVZJCVYF7ZDXJTTXM5N \
  | 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: 3f5d1593b4ae522ae0bfc8ee99ceeceb590a897bc7d2bff5fb5254f7e11d7900

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "623a5860d26946dda5a231e71e16b171e31731037c1f5866badb3d3951a7012c",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-24T15:01:30Z",
    "title_canon_sha256": "642eea21fbef8a334f82f477b9a881421dbe29ecfd465971e093b0b8c23c5533"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.18731",
    "kind": "arxiv",
    "version": 1
  }
}