Pith Number

pith:VKQR6QF5

pith:2025:VKQR6QF5DZZ3QLOO7IE6G3CYT7

not attested not anchored not stored refs pending

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL

Chenghao Zhu, Dingfeng Shi, Ge Zhang, He Zhu, Hongxuan Lu, Jiaheng Liu, Jianbo Lin, Jian Yang, Jiayu Zhang, Jingyi Cao, King Zhu, Minghao Liu, Pai Liu, Piaohong Wang, Qianben Chen, Qiexiang Wang, Shuying Fan, Tiannan Wang, Tianrui Qin, Wangchunshu Zhou, Weichen Sun, Weizhen Li, Xiangru Tang, Xiaowan Li, Xinpeng Liu, Yeyi Guan, Yi Yao, Yuchen Eleanor Jiang, Zhenqiang Huang, Zhuosong Jiang

arxiv:2508.13167 v1 · 2025-08-06 · cs.AI · 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{VKQR6QF5DZZ3QLOO7IE6G3CYT7}

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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

14 papers in Pith

Mathematical methods of reinforcement learning

LiteResearcher: A Scalable Agentic RL Training Framework for Deep Research Agent

Claw-R1: A Step-Level Data Middleware System for Agentic Reinforcement Learning

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

Efficient Agentic Reasoning Through Self-Regulated Simulative Planning

Receipt and verification

First computed	2026-07-05T11:55:43.540075Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aaa11f40bd1e73b82dcefa09e36c589fe28caeb7ef6141ae42763e6d6da63ab8

Aliases

arxiv: 2508.13167 · arxiv_version: 2508.13167v1 · doi: 10.48550/arxiv.2508.13167 · pith_short_12: VKQR6QF5DZZ3 · pith_short_16: VKQR6QF5DZZ3QLOO · pith_short_8: VKQR6QF5

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/VKQR6QF5DZZ3QLOO7IE6G3CYT7 \
  | 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: aaa11f40bd1e73b82dcefa09e36c589fe28caeb7ef6141ae42763e6d6da63ab8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5e5540557389f6304675a4e0f750e5e026f8e2ec722194bf7617d4dd9b58f459",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-06T17:01:02Z",
    "title_canon_sha256": "c14b64a650d65400903c77c1fedc8fb6716809fd58993d718e1fd33c79366a25"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.13167",
    "kind": "arxiv",
    "version": 1
  }
}