Pith Number

pith:FXSPYSGK

pith:2026:FXSPYSGK4PSBLI4G62QLT5VJJV

not attested not anchored not stored refs pending

Learning to Attack and Defend: Adaptive Red Teaming of Language Models via GRPO

Amanda Minnich, Blake Bullwinkel, Eugenia Kim, Mark Russinovich

arxiv:2606.09701 v1 · 2026-06-08 · cs.CL · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FXSPYSGK4PSBLI4G62QLT5VJJV}

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	2026-06-09T02:09:04.664889Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2de4fc48cae3e415a386f6a0b9f6a94d73d11d1a57656bee8b92849b00656c77

Aliases

arxiv: 2606.09701 · arxiv_version: 2606.09701v1 · doi: 10.48550/arxiv.2606.09701 · pith_short_12: FXSPYSGK4PSB · pith_short_16: FXSPYSGK4PSBLI4G · pith_short_8: FXSPYSGK

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/FXSPYSGK4PSBLI4G62QLT5VJJV \
  | 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: 2de4fc48cae3e415a386f6a0b9f6a94d73d11d1a57656bee8b92849b00656c77

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5d6e8c5ac05ddedb6f684fb2ef5e57bf138762b969913d36d8758b910be7e69",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-06-08T16:21:36Z",
    "title_canon_sha256": "335605a47ccb43370886ca71509a5347e0b22bb3be3413fc87ed97d1b1a15a64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.09701",
    "kind": "arxiv",
    "version": 1
  }
}