Pith Number

pith:57DJGWQY

pith:2025:57DJGWQYYH6XTNH5IGMQGGPHOR

not attested not anchored not stored refs pending

Evo-MARL: Co-Evolutionary Multi-Agent Reinforcement Learning for Internalized Safety

Dennis Wu, Han Liu, Haozheng Luo, Hong-Yu Chen, Jianshu Zhang, Manling Li, Philip S. Yu, Yiting Zhang, Yutong Zhang, Yuwei Han, Zhenyu Pan

arxiv:2508.03864 v2 · 2025-08-05 · 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{57DJGWQYYH6XTNH5IGMQGGPHOR}

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

Evolve the Method, Not the Prompts: Evolutionary Synthesis of Jailbreak Attacks on LLMs

Receipt and verification

First computed	2026-07-05T12:05:43.880866Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

efc6935a18c1fd79b4fd41990319e7746125fb521ea4dc659a4e60d9632761f4

Aliases

arxiv: 2508.03864 · arxiv_version: 2508.03864v2 · doi: 10.48550/arxiv.2508.03864 · pith_short_12: 57DJGWQYYH6X · pith_short_16: 57DJGWQYYH6XTNH5 · pith_short_8: 57DJGWQY

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/57DJGWQYYH6XTNH5IGMQGGPHOR \
  | 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: efc6935a18c1fd79b4fd41990319e7746125fb521ea4dc659a4e60d9632761f4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bd66479f122ffd282d0f6ab8ca8f496927876885d913fff0ee85e3e341a204ae",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-05T19:26:55Z",
    "title_canon_sha256": "67c9db2f2447bfa56dde0c33e3937204a858f0a308306830ee39635a7a1e51f7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.03864",
    "kind": "arxiv",
    "version": 2
  }
}