Pith Number

pith:NKTIXAR6

pith:2026:NKTIXAR6B2BQB4GQDBTW5GEYTK

not attested not anchored not stored refs pending

Self-evolving LLM agents with in-distribution Optimization

Meng Fang, Mykola Pechenizkiy, Yudi Zhang, Zhenfang Chen

arxiv:2606.07367 v1 · 2026-06-05 · 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{NKTIXAR6B2BQB4GQDBTW5GEYTK}

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.

Receipt and verification

First computed	2026-06-08T01:05:22.391701Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6aa68b823e0e8300f0d018676e98989aaef26b146093bbecdc326c457e956b5e

Aliases

arxiv: 2606.07367 · arxiv_version: 2606.07367v1 · doi: 10.48550/arxiv.2606.07367 · pith_short_12: NKTIXAR6B2BQ · pith_short_16: NKTIXAR6B2BQB4GQ · pith_short_8: NKTIXAR6

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/NKTIXAR6B2BQB4GQDBTW5GEYTK \
  | 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: 6aa68b823e0e8300f0d018676e98989aaef26b146093bbecdc326c457e956b5e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a1bf8ecd25efb5d85203527769d0cf626dca53e164a7040021653939d594688d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-05T15:09:52Z",
    "title_canon_sha256": "862347181b33f992c6feff34389eb58ec19e802a779bb7b182610e56b93a51ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.07367",
    "kind": "arxiv",
    "version": 1
  }
}