Pith Number

pith:W7BZWZ6E

pith:2023:W7BZWZ6EYI3NHRZURWV34IT5NP

not attested not anchored not stored refs pending

TrainerAgent: Customizable and Efficient Model Training through LLM-Powered Multi-Agent System

Aoxiong Yin, Hao Cheng, Hao Jiang, Haoyuan Li, Siming Fu, Tianke Zhang, Wanggui He, Yuhao Zhang, Zhelun Yu

arxiv:2311.06622 v2 · 2023-11-11 · 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{W7BZWZ6EYI3NHRZURWV34IT5NP}

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

1 paper in Pith

Large Language Model Agent: A Survey on Methodology, Applications and Challenges

Receipt and verification

First computed	2026-07-05T07:16:03.145771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b7c39b67c4c236d3c7348dabbe227d6bd1c14efe8137eff38cf8cfaf67ed0336

Aliases

arxiv: 2311.06622 · arxiv_version: 2311.06622v2 · doi: 10.48550/arxiv.2311.06622 · pith_short_12: W7BZWZ6EYI3N · pith_short_16: W7BZWZ6EYI3NHRZU · pith_short_8: W7BZWZ6E

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/W7BZWZ6EYI3NHRZURWV34IT5NP \
  | 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: b7c39b67c4c236d3c7348dabbe227d6bd1c14efe8137eff38cf8cfaf67ed0336

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c2cc4a9714c91b1d4708e51c4dce23bb420b1f83e59c8bfce589cbe965b21dcf",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-11-11T17:39:24Z",
    "title_canon_sha256": "bac282a5b7311fa10b89af021d411294b1be4041363a8d359d6a27704a3431ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.06622",
    "kind": "arxiv",
    "version": 2
  }
}