Pith Number

pith:GS3F5CYZ

pith:2026:GS3F5CYZR3IMVATYA7PYVWXL7M

not attested not anchored not stored refs pending

PISmith: Reinforcement Learning-based Red Teaming for Prompt Injection Defenses

Chenlong Yin, Jinyuan Jia, Runpeng Geng, Yanting Wang

arxiv:2603.13026 v2 · 2026-03-13 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GS3F5CYZR3IMVATYA7PYVWXL7M}

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

5 papers in Pith

How Reliable Is Your Jailbreak Judge? Calibration and Adversarial Robustness of Automated ASR Scoring

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

FlashRT: Towards Computationally and Memory Efficient Red-Teaming for Prompt Injection and Knowledge Corruption

Security Attack and Defense Strategies for Autonomous Agent Frameworks: A Layered Review with OpenClaw as a Case Study

Receipt and verification

First computed	2026-07-24T01:24:09.354787Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34b65e8b198ed0ca827807df8adaebfb2347d79df78f239b5aeb3a4ae019a976

Aliases

arxiv: 2603.13026 · arxiv_version: 2603.13026v2 · doi: 10.48550/arxiv.2603.13026 · pith_short_12: GS3F5CYZR3IM · pith_short_16: GS3F5CYZR3IMVATY · pith_short_8: GS3F5CYZ

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/GS3F5CYZR3IMVATYA7PYVWXL7M \
  | 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: 34b65e8b198ed0ca827807df8adaebfb2347d79df78f239b5aeb3a4ae019a976

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cdf6bf92dd56ee0cc85c8e28bfe45257746e625a0076ce533230e773e2c6b1fd",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-03-13T14:34:54Z",
    "title_canon_sha256": "e5f34c06bee249dbc3579b42513059f34377edfec00426027d27d7afcd9e197e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.13026",
    "kind": "arxiv",
    "version": 2
  }
}