Pith Number

pith:ATSZCHBV

pith:2025:ATSZCHBVBU5N5BQBECGSBOTGEJ

not attested not anchored not stored refs pending

Agent Learning via Early Experience

Ashish Shah, Bo Liu, Boyu Gou, Dat Huynh, Hengduo Li, Huan Sun, Jason Weston, Jiacheng Zhu, Jianwei Yang, Jian Xie, Kai Zhang, Lawrence Jang, Ning Zhang, Qi Qi, Sara Cao, Shuyan Zhou, Tianci Xue, Xiangchao Chen, Xian Li, Xiaohan Fu, Xiyao Wang, Yifan Wu, Yu Su, Yuting Ning, Yuxuan Sun, Zeyi Liao, Zhaorun Chen, Zhihan Liu, Zihang Meng, Zi Yang

arxiv:2510.08558 v3 · 2025-10-09 · cs.AI · cs.CL · cs.IR · 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{ATSZCHBVBU5N5BQBECGSBOTGEJ}

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.

Cited by

15 papers in Pith

Differentiable Mixture-of-Agents Incentivizes Swarm Intelligence of Large Language Models

EXG: Self-Evolving Agents with Experience Graphs

Agentic Learner with Grow-and-Refine Multimodal Semantic Memory

UI-Oceanus: Scaling GUI Agents with Synthetic Environmental Dynamics

MAP: A Map-then-Act Paradigm for Long-Horizon Interactive Agent Reasoning

Receipt and verification

First computed	2026-05-26T02:03:57.703847Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

04e5911c350d3ade8601208d20ba66227b7e87667749c5f06ea002e67a1a6fb7

Aliases

arxiv: 2510.08558 · arxiv_version: 2510.08558v3 · doi: 10.48550/arxiv.2510.08558 · pith_short_12: ATSZCHBVBU5N · pith_short_16: ATSZCHBVBU5N5BQB · pith_short_8: ATSZCHBV

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/ATSZCHBVBU5N5BQBECGSBOTGEJ \
  | 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: 04e5911c350d3ade8601208d20ba66227b7e87667749c5f06ea002e67a1a6fb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8d22a991687452f8586bcb2dc0cbf565ff6b4cfdefd487891d294548a8d0fd9",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.IR",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-10-09T17:59:17Z",
    "title_canon_sha256": "8522a5493521db03af60add728d52592abf69f4bfb9a1dadda2a04a91ffde055"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.08558",
    "kind": "arxiv",
    "version": 3
  }
}