Pith Number

pith:7P4YCMQS

pith:2025:7P4YCMQS5TIXFPOZNPAGOVMJ26

not attested not anchored not stored refs pending

Is "Knowing It's Malicious Enough?" Evaluating LLMs for Fine-Grained Malware Behavior Auditing

Lorenzo Cavallaro, Shuo Yang, Xingzhi Qian, Xinran Zheng, Yiling He

arxiv:2509.14335 v2 · 2025-09-17 · cs.CR · cs.AI · 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{7P4YCMQS5TIXFPOZNPAGOVMJ26}

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

Retrofit: Continual Learning with Controlled Forgetting for Binary Security Detection and Analysis

Receipt and verification

First computed	2026-07-21T01:19:47.865822Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fbf9813212ecd172bdd96bc0675589d781104c0c08f9d8e966a78ae176a99bb7

Aliases

arxiv: 2509.14335 · arxiv_version: 2509.14335v2 · doi: 10.48550/arxiv.2509.14335 · pith_short_12: 7P4YCMQS5TIX · pith_short_16: 7P4YCMQS5TIXFPOZ · pith_short_8: 7P4YCMQS

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/7P4YCMQS5TIXFPOZNPAGOVMJ26 \
  | 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: fbf9813212ecd172bdd96bc0675589d781104c0c08f9d8e966a78ae176a99bb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "bb0dbff98778908040ea0fd04d83710adb54e2509dcc6dc6800406037cbf8fa5",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SE"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-09-17T18:05:21Z",
    "title_canon_sha256": "8532da0c029e7ce2cd9580ca53495f9fa02ed4bf7617f5246799e7632acb51a3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.14335",
    "kind": "arxiv",
    "version": 2
  }
}