Pith Number

pith:ZHGNVQPR

pith:2026:ZHGNVQPRMIVU6VXFDYHAIPMWK2

not attested not anchored not stored refs pending

FT-Dojo: Towards Autonomous LLM Fine-Tuning with Language Agents

Jiang Bian, Qizheng Li, Weiqing Liu, Xiao Yang, Xu Yang, Yifei Zhang, Zhuo Wang

arxiv:2603.01712 v2 · 2026-03-02 · cs.AI · 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{ZHGNVQPRMIVU6VXFDYHAIPMWK2}

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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

1 paper in Pith

Pioneer Agent: Continual Improvement of Small Language Models in Production

Receipt and verification

First computed	2026-05-21T01:05:17.069341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9ccdac1f1622b4f56e51e0e043d96568727985f791113e89468d8704eee5d58

Aliases

arxiv: 2603.01712 · arxiv_version: 2603.01712v2 · doi: 10.48550/arxiv.2603.01712 · pith_short_12: ZHGNVQPRMIVU · pith_short_16: ZHGNVQPRMIVU6VXF · pith_short_8: ZHGNVQPR

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/ZHGNVQPRMIVU6VXFDYHAIPMWK2 \
  | 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: c9ccdac1f1622b4f56e51e0e043d96568727985f791113e89468d8704eee5d58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4548072dbb44c0112feca18922176adcc9ef156671126c533c284c6a6d89184",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-03-02T10:37:11Z",
    "title_canon_sha256": "3763380f7f2131a12d2024a39da407e08785a5556d4665d37d67521035319a4a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.01712",
    "kind": "arxiv",
    "version": 2
  }
}