Pith Number

pith:BI2KOYR4

pith:2026:BI2KOYR47IQ4KZS6VQRKHJHHVN

not attested not anchored not stored refs pending

Beyond Static Evaluation: Co-Evolutionary Mechanisms for LLM-Driven Strategy Evolution in Adversarial Games

Annan Li, Bocheng An, Dawei Yin, Dongke Rong, Dou Shen, Haoran Li, Jianmin Wu, Jiaqun Liu, Qianhui Liu, Xiaomin Yuan, Yui Lo, Zengle Ge, Ziyang Zhang

arxiv:2606.10389 v1 · 2026-06-09 · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BI2KOYR47IQ4KZS6VQRKHJHHVN}

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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

Janus: An Algorithm-Evaluator Co-Evolution Framework for LLM-Driven Discovery under Expensive Evaluation Budgets

Receipt and verification

First computed	2026-06-10T01:10:15.442880Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0a34a7623cfa21c5665eac22a3a4e7ab45e3cdb78232be149423f4abc8a23c35

Aliases

arxiv: 2606.10389 · arxiv_version: 2606.10389v1 · doi: 10.48550/arxiv.2606.10389 · pith_short_12: BI2KOYR47IQ4 · pith_short_16: BI2KOYR47IQ4KZS6 · pith_short_8: BI2KOYR4

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/BI2KOYR47IQ4KZS6VQRKHJHHVN \
  | 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: 0a34a7623cfa21c5665eac22a3a4e7ab45e3cdb78232be149423f4abc8a23c35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ded0484afbd01fb3412cfb154fa2702b85b8c35419efb00425644e32711e8277",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2026-06-09T03:55:31Z",
    "title_canon_sha256": "a0ee79da277bfbdf473ffc01fb732f49eaf450fe43d01e4e32d789cd40b9bf74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.10389",
    "kind": "arxiv",
    "version": 1
  }
}