Pith Number

pith:CIBRSBJ4

pith:2025:CIBRSBJ4LM45ZCLOUBTCNFFHW6

not attested not anchored not stored refs pending

LAMD: Context-driven Android Malware Detection and Classification with LLMs

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

arxiv:2502.13055 v2 · 2025-02-18 · cs.CR · cs.AI · cs.LG

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\usepackage{pith}
\pithnumber{CIBRSBJ4LM45ZCLOUBTCNFFHW6}

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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

Multi-View Decompilation for LLM-Based Malware Classification

The Infinite Mutation Engine? Measuring Polymorphism in LLM-Generated Offensive Code

Trident: Improving Malware Detection with LLMs and Behavioral Features

Challenges and Future Directions in Agentic Reverse Engineering Systems

The Infinite Mutation Engine? Measuring Polymorphism in LLM-Generated Offensive Code

Receipt and verification

First computed	2026-07-05T10:51:59.746428Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

120319053c5b39dc896ea0662694a7b7b0c9bd8c5c1175fa327e109a32a1d2cd

Aliases

arxiv: 2502.13055 · arxiv_version: 2502.13055v2 · doi: 10.48550/arxiv.2502.13055 · pith_short_12: CIBRSBJ4LM45 · pith_short_16: CIBRSBJ4LM45ZCLO · pith_short_8: CIBRSBJ4

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/CIBRSBJ4LM45ZCLOUBTCNFFHW6 \
  | 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: 120319053c5b39dc896ea0662694a7b7b0c9bd8c5c1175fa327e109a32a1d2cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa52428e795e985275ee7e164fd605b50ff5082c936c93abb9f70a8f1975c535",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-02-18T17:01:37Z",
    "title_canon_sha256": "0cbe6571119034321fdbaf3a51a146ea139f9c95f8432c802f5c428dacc8ed9b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13055",
    "kind": "arxiv",
    "version": 2
  }
}