Pith Number

pith:2UCGZMCA

pith:2026:2UCGZMCAG4OI6KKMIUIUSWJ4ND

not attested not anchored not stored refs pending

Beyond Action Imitation: Learning a Decision-Aware User Simulator for Online Advertising

Chengguo Yin, Daxing Chen, Guangshuo Wang, Haijie Gu, Hao Chen, Jiaer Zheng, Jie Jiang, Junwei Pan, Qianjin Xiang, Tat-Seng Chua, Xiangyang Xu, Xiaoyu Zhao, Xinyu Lin, Zhangbin Zhu, Zhaobin Wang, ZhaoHui Liu, Zhuozhen Yu, Zipeng Chen

arxiv:2607.26893 v1 · 2026-07-29 · cs.IR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2UCGZMCAG4OI6KKMIUIUSWJ4ND}

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	2026-07-30T01:22:55.998296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

d5046cb040371c8f294c451149593c68c212d11b791f40cff71ae2415c545112

Aliases

arxiv: 2607.26893 · arxiv_version: 2607.26893v1 · doi: 10.48550/arxiv.2607.26893 · pith_short_12: 2UCGZMCAG4OI · pith_short_16: 2UCGZMCAG4OI6KKM · pith_short_8: 2UCGZMCA

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/2UCGZMCAG4OI6KKMIUIUSWJ4ND \
  | 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: d5046cb040371c8f294c451149593c68c212d11b791f40cff71ae2415c545112

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ea73aa8325b0cd97c71007fef870ee3adf6f02c38e65e5238486a6bbf8802dd6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.IR",
    "submitted_at": "2026-07-29T13:25:30Z",
    "title_canon_sha256": "eeb4160b29026c423700038f564b63a62b92282e7477989ce2def5deb679da06"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.26893",
    "kind": "arxiv",
    "version": 1
  }
}