Pith. sign in
Pith Number

pith:ETKSKLRE

pith:2025:ETKSKLREEG6QIOY25PK2XPVIPR
not attested not anchored not stored refs pending

Strategize Globally, Adapt Locally: A Multi-Turn Red Teaming Agent with Dual-Level Learning

Ninareh Mehrabi, Rahul Gupta, Ruoxi Jia, Si Chen, Xiao Yu, Zhou Yu

arxiv:2504.01278 v1 · 2025-04-02 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{ETKSKLREEG6QIOY25PK2XPVIPR}

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

Receipt and verification
First computed 2026-07-05T10:43:12.055050Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

24d5252e2421bd043b1aebd5abbea87c734de3421586e6c013252d68809f5004

Aliases

arxiv: 2504.01278 · arxiv_version: 2504.01278v1 · doi: 10.48550/arxiv.2504.01278 · pith_short_12: ETKSKLREEG6Q · pith_short_16: ETKSKLREEG6QIOY2 · pith_short_8: ETKSKLRE
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/ETKSKLREEG6QIOY25PK2XPVIPR \
  | 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: 24d5252e2421bd043b1aebd5abbea87c734de3421586e6c013252d68809f5004
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "58702eec8c05a4d92205c1c73d90836b86657f096f39923ad99577a2edea03ee",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-02T01:06:19Z",
    "title_canon_sha256": "bfc16e0c87171a3c83007f75ecceff33af218f81ab710481722450c9d3880ead"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.01278",
    "kind": "arxiv",
    "version": 1
  }
}