Pith Number

pith:V7KOJHYE

pith:2026:V7KOJHYEZ5RAAHSEKEFMFHFKPI

not attested not anchored not stored refs pending

A Diagnostic Framework and Multi-Evaluator Audit of Evaluator-Driven Preference Dynamics in Self-Adapting LLM Agents

Liu Zewen

arxiv:2606.29719 v1 · 2026-06-29 · cs.LG · 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{V7KOJHYEZ5RAAHSEKEFMFHFKPI}

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	2026-06-30T02:17:31.983544Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

afd4e49f04cf62001e44510ac29caa7a2570e4376565002df35b2e22fee6d68e

Aliases

arxiv: 2606.29719 · arxiv_version: 2606.29719v1 · doi: 10.48550/arxiv.2606.29719 · pith_short_12: V7KOJHYEZ5RA · pith_short_16: V7KOJHYEZ5RAAHSE · pith_short_8: V7KOJHYE

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/V7KOJHYEZ5RAAHSEKEFMFHFKPI \
  | 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: afd4e49f04cf62001e44510ac29caa7a2570e4376565002df35b2e22fee6d68e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d117fb6bf2c54970aebde7b80a2b799d94400a07c2b76eeed1de89150e48e0bc",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-29T02:55:01Z",
    "title_canon_sha256": "12bd3bb6f03cd2512bdb6248bcc94400dc856f9ebdd80076f1f9baff4dad7c51"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.29719",
    "kind": "arxiv",
    "version": 1
  }
}