Pith Number

pith:QW5O4CD2

pith:2024:QW5O4CD2DVGJ4XEI5K7YWSJY7Z

not attested not anchored not stored refs pending

Diverse and Effective Red Teaming with Auto-generated Rewards and Multi-step Reinforcement Learning

Alex Beutel, Johannes Heidecke, Kai Xiao, Lilian Weng

arxiv:2412.18693 v1 · 2024-12-24 · cs.LG · cs.AI · 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{QW5O4CD2DVGJ4XEI5K7YWSJY7Z}

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

2 papers in Pith

Red-Bandit: Test-Time Adaptation for LLM Red-Teaming via Bandit-Guided LoRA Experts

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Receipt and verification

First computed	2026-07-05T09:54:09.193043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

85baee087a1d4c9e5c88eabf8b4938fe61eb1f41ac8a902d8575b611db2a3a62

Aliases

arxiv: 2412.18693 · arxiv_version: 2412.18693v1 · doi: 10.48550/arxiv.2412.18693 · pith_short_12: QW5O4CD2DVGJ · pith_short_16: QW5O4CD2DVGJ4XEI · pith_short_8: QW5O4CD2

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/QW5O4CD2DVGJ4XEI5K7YWSJY7Z \
  | 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: 85baee087a1d4c9e5c88eabf8b4938fe61eb1f41ac8a902d8575b611db2a3a62

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3c5182987b8e36727f4d690c8b486056a63358d4d9e90ea57ccff41d6a914144",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T22:38:46Z",
    "title_canon_sha256": "ea06217b134cd06f0f3804cdbc8385866bb719811b57d6f700dadf91f79b011f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18693",
    "kind": "arxiv",
    "version": 1
  }
}