Pith Number

pith:CRBLUHXA

pith:2023:CRBLUHXAAOB6ALCYAM5V2TCCJL

not attested not anchored not stored refs pending

Large Language Models are Edge-Case Fuzzers: Testing Deep Learning Libraries via FuzzGPT

Chenyuan Yang, Chunqiu Steven Xia, Lingming Zhang, Shizhuo Dylan Zhang, Shujing Yang, Yinlin Deng

arxiv:2304.02014 v1 · 2023-04-04 · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CRBLUHXAAOB6ALCYAM5V2TCCJL}

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

6 papers in Pith

Once4All: Skeleton-Guided SMT Solver Fuzzing with LLM-Synthesized Generators

ParityFuzz: Finding Inconsistencies across Solidity Compilers via Fine-Grained Mutation and Differential Analysis

ClozeMaster: Fuzzing Rust Compiler by Harnessing LLMs for Infilling Masked Real Programs

TEMPLATEFUZZ: Fine-Grained Chat Template Fuzzing for Jailbreaking and Red Teaming LLMs

Like a Hammer, It Can Build, It Can Break: Large Language Model Uses, Perceptions, and Adoption in Cybersecurity Operations on Reddit

Receipt and verification

First computed	2026-07-05T05:58:12.475379Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1442ba1ee00383e02c58033b5d4c424ae1ecb67a9a6578f2d6849b0f9b73a989

Aliases

arxiv: 2304.02014 · arxiv_version: 2304.02014v1 · doi: 10.48550/arxiv.2304.02014 · pith_short_12: CRBLUHXAAOB6 · pith_short_16: CRBLUHXAAOB6ALCY · pith_short_8: CRBLUHXA

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/CRBLUHXAAOB6ALCYAM5V2TCCJL \
  | 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: 1442ba1ee00383e02c58033b5d4c424ae1ecb67a9a6578f2d6849b0f9b73a989

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "651eddda022dff3e751c21f2fa5d4b7bb20dd8ab2d3484c5f49b537231298302",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.SE",
    "submitted_at": "2023-04-04T17:59:52Z",
    "title_canon_sha256": "ba421b4c756bb9d28355085f9f15de4480738e159a9d0d10372a54463c5088d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.02014",
    "kind": "arxiv",
    "version": 1
  }
}