Pith Number

pith:NY7F2D2L

pith:2025:NY7F2D2LU55OXI76BFS5KRPQR2

not attested not anchored not stored refs pending

A Comprehensive Survey in LLM(-Agent) Full Stack Safety: Data, Training and Deployment

Bhavya Kailkhura, Bo An, Chenghao Li, Chengwei Liu, Chenlong Yin, Chongye Guo, Cong Wu, Dacheng Tao, Donghai Hong, Dongrui Liu, Dongxia Wang, Fanci Meng, Fan Zhang, Felix Juefei-Xu, Guancheng Wan, Guibin Zhang, Guowen Xu, Hanjun Luo, Haolang Lu, Hao Wu, Heng Chang, Hongwei Li, Hui Xiong, Jen-tse Huang, Jiahao Wu, Jiaheng Zhang, Jiaming Ji, Jiawei Li, Jie Zhang, Jindong Gu, Jing Chen, Jingyi Wang, Jinhu Fu, Joey Tianyi Zhou, Junfeng Fang, Junlin Wu, Jun Sun, Junyuan Mao, Kai Wang, Ke Tang, Kun Wang, Lei Bai, Liang Lin, Liang Pang, Lingjuan Lyu, Luu Anh Tuan, Miao Yu, Minghe Wang, Mohit Bansal, Ningyu Zhang, Philip S. Yu, Qiankun Li, Qing Guo, Qing Li, Qingsong Wen, Qiufeng Wang, Shicheng Xu, Shiqian Zhao, Shirui Pan, Tianlin Li, Tianlong Chen, Tianwei Zhang, Weifei Jin, Weisong Sun, Wei Wang, Wenjie Qu, Wenke Huang, Wenxuan Wang, Wenyuan Xu, Xiang Wang, Xiaofeng Wang, Xiaojun Jia, Xiaolong Jin, Xiao Wang, Xinfeng Li, Xingjun Ma, Xinye Cao, Xinyu Deng, Xinyun Zhou, Xuming Hu, Yalan Qin, Yang Liu, Yanhui Li, Yanwei Yue, Yaodong Yang, Yibo Yan, Yi Ding, Yifan Jiang, Yifan Zhang, Yihao Huang, Yiming Li, Yingxin Lai, Yi Yu, Yizhou Sun, Yue Liu, Yufei Guo, Yu-Gang Jiang, Yuval Elovici, Yu Wang, Zhaoxin Fan, Zhenhong Zhou, Zhihao Xu, Zitong Yu

arxiv:2504.15585 v4 · 2025-04-22 · cs.CR · cs.AI · cs.CL · 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{NY7F2D2LU55OXI76BFS5KRPQR2}

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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

23 papers in Pith

PolicyAlign: Direct Policy-Based Safety Alignment for Large Language Models

SAIGuard: Communication-State Simulation for Proactive Defense of LLM Multi-Agent Systems

Safe Embodied AI for Long-horizon Tasks: A Cross-layer Analysis of Robotic Manipulation

POIROT: Interrogating Agents for Failure Detection in Multi-Agent Systems

Reducing Conversational Escalation in Large Language Model Dialogue with Nonviolent Communication Constraints

Receipt and verification

First computed	2026-07-05T11:18:20.954243Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e3e5d0f4ba77aeba3fe0965d545f08e8eb9727da8fb25e06e688ccd3b47a3c2

Aliases

arxiv: 2504.15585 · arxiv_version: 2504.15585v4 · doi: 10.48550/arxiv.2504.15585 · pith_short_12: NY7F2D2LU55O · pith_short_16: NY7F2D2LU55OXI76 · pith_short_8: NY7F2D2L

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/NY7F2D2LU55OXI76BFS5KRPQR2 \
  | 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: 6e3e5d0f4ba77aeba3fe0965d545f08e8eb9727da8fb25e06e688ccd3b47a3c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf3c65baeb70e3fc6588cb6896419ad1a3fd192a690792e3ca173a62436f44fe",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-04-22T05:02:49Z",
    "title_canon_sha256": "d5dc61c7495c53cc9374901a158ecf770eb4716f1fa689c441f944209829a6f6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15585",
    "kind": "arxiv",
    "version": 4
  }
}