Hai Zhu

63 papers B 1C 8Journal 48Unranked 6
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Internet Things J.
Hai Zhu, Jianquan Wang, Wenji Zhu, Quanzhen Huang, Hengzhou Xu, Zhongyang Yu, Wenxi Liu, Xingsi Xue
2026 J jnl
Expert Syst. Appl.
Sifeng Zhu, Zhang Jiaxu, Zhang Zonghui, Bao Lei, Zhipeng Hao, Qinghua Zhang, Guoqiang Chen, Rui Qiao, Mengmeng Xu, Hai Zhu
2026 J jnl
Ad Hoc Networks
Sifeng Zhu, Changlong Huang, Zhaowei Song, Zonghui Zhang, Qinghua Zhang, Rui Qiao, Guoqiang Chen, Hai Zhu
2025 J jnl
IEEE Internet Things J.
Hai Zhu, Mengmeng Xu, Jian Wang, Sifeng Zhu, Xingsi Xue
2025 J jnl
Artif. Intell. Rev.
Sifeng Zhu, Zhaowei Song, Changlong Huang, Rui Qiao, Hai Zhu
2025 J jnl
IEEE Trans. Intell. Transp. Syst.
Si-Feng Zhu, Xiaohua Tian, Zhang Zonghui, Rui Qiao, Hai Zhu
2025 J jnl
Appl. Soft Comput.
Si-Feng Zhu, Cheng-tai Liu, Hai Zhu, Hao Chen, Rui Qiao, Xiao-Yu Wu
2025 J jnl
J. Supercomput.
Sifeng Zhu, Zhaowei Song, Changlong Huang, Hai Zhu, Rui Qiao
2025 J jnl
IEEE Trans. Intell. Transp. Syst.
Hai Zhu, Linxing Jia, Jian Wang, Xingsi Xue
2025 J jnl
Ad Hoc Networks
Sifeng Zhu, Zhaowei Song, Hai Zhu, Rui Qiao
2025 J jnl
Multim. Syst.
Sifeng Zhu, Duan Haowei, Yao Yaxing, Chen Hao, Hai Zhu
2025 J jnl
Entropy
Hengzhou Xu, Xiaodong Zhang, Mengmeng Xu, Haipeng Yu, Hai Zhu
2025 J jnl
IEEE Trans. Consumer Electron.
Hai Zhu, Linxing Jia, Xingsi Xue, Byung-Gyu Kim
2025 J jnl
Wirel. Networks
Si-Feng Zhu, Cheng-tai Liu, Hai Zhu, Rui Qiao, Hao Chen, Hui Zhang
2025 J jnl
IEEE Trans. Comput. Soc. Syst.
Hai Zhu, Jixun Gao, Xingsi Xue, Zhongyang Yu, Chien-Ming Chen, Saru Kumari, Sachin Kumar
2025 J jnl
IEEE Trans. Intell. Transp. Syst.
Hai Zhu, Hengzhou Xu, Xingsi Xue, Byung-Gyu Kim, Mengmeng Xu
2025 J jnl
IEEE Trans. Consumer Electron.
Hai Zhu, Xingsi Xue, Mengmeng Xu, Byung-Gyu Kim
2025 J jnl
IEEE Trans. Netw. Serv. Manag.
Hai Zhu, Xingsi Xue, Mengmeng Xu, Byung-Gyu Kim, Xiaohong Lyu, Shalli Rani
2024 J jnl
Comput. Networks
Sifeng Zhu, Xiaohua Tian, Hao Chen, Hai Zhu, Rui Qiao
2024 C conf
APCC
Zhongyang Yu, Yuqian Yan, Lingxi Guo, Wei Wang, Mengmeng Xu, Hengzhou Xu, Hai Zhu
2024 conf
ICIC (1)
Si-Feng Zhu, Yu-Hu Yang, Hai Zhu, Ruin Qiao
2023 J jnl
IEEE Trans. Veh. Technol.
Zhongyang Yu, Jixun Gao, Li He, Bo Li, Hengzhou Xu, Hai Zhu, Yuanyuan Zhao
2022 J jnl
IEEE Commun. Lett.
Zhongyang Yu, Jixun Gao, Bo Li, Hengzhou Xu, Hai Zhu
2022 conf
BIBM
Xingsi Xue, Qi Wu, Miao Ye, Hai Zhu, Yikun Huang
2022 J jnl
Expert Syst. Appl.
Xingsi Xue, Hai Zhu
2022 J jnl
Connect. Sci.
Xingsi Xue, Haolin Wang, Xin Zhou, Guojun Mao, Hai Zhu
2022 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Xingsi Xue, Chaofan Yang, Guojun Mao, Hai Zhu
2021 J jnl
IEEE Access
Manjie Zhou, Hai Zhu, Hengzhou Xu, Bo Zhang, Kaixuan Xie
2021 C conf
CIS
Hengzhou Xu, Hai Zhu, Xiaoxiao Miao, Mengmeng Xu, Zhen Luo, Huaan Li
2021 J jnl
Secur. Commun. Networks
Xingsi Xue, Xiaojing Wu, Jie Zhang, Lingyu Zhang, Hai Zhu, Guojun Mao
2021 J jnl
Soft Comput.
Xingsi Xue, Chao Jiang, Haolin Wang, Pei-Wei Tsai, Guojun Mao, Hai Zhu
2021 conf
WWW (Companion Volume)
Xingsi Xue, Chao Jiang, Chaofan Yang, Hai Zhu, Cong Hu
2021 conf
ICSI (2)
Xingsi Xue, Chaofan Yang, Wenyu Liu, Hai Zhu
2021 J jnl
Wirel. Commun. Mob. Comput.
Xingsi Xue, Xiaojing Wu, Chao Jiang, Guojun Mao, Hai Zhu
2021 B conf
TrustCom
Xingsi Xue, Haolin Wang, Yunmeng Zhao, Yikun Huang, Hai Zhu
2021 J jnl
Mob. Inf. Syst.
Hai Zhu, Xingsi Xue, Aifeng Geng, He Ren
2021 J jnl
PeerJ Comput. Sci.
Xingsi Xue, Chao Jiang, Jie Zhang, Hai Zhu, Chaofan Yang
2021 J jnl
Wirel. Commun. Mob. Comput.
Hai Zhu, Xingsi Xue, Chengcai Jiang, He Ren
2021 J jnl
Complex.
Xingsi Xue, Chaofan Yang, Chao Jiang, Pei-Wei Tsai, Guojun Mao, Hai Zhu
2020 J jnl
Int. J. Sens. Networks
Mengmeng Xu, Hai Zhu, Hengzhou Xu, Xiaofei Yang
2020 J jnl
Sci. China Inf. Sci.
Hengzhou Xu, Wenjing Wei, Bo Zhang, Mengmeng Xu, Hai Zhu
2020 C conf
INDIN
Mengmeng Xu, Hai Zhu, Juanjuan Wang, Hengzhou Xu, Chenghang Li
2020 J jnl
Phys. Commun.
Hengzhou Xu, Zhongyang Yu, Dan Feng, Hai Zhu
2020 C conf
CIS
Mengmeng Xu, Hai Zhu, Hengzhou Xu, Jiongjiong Song, Zhen Luo
2019 C conf
CIS
Baofeng Wang, Hai Zhu, Mengmeng Xu, Zumin Wang, Xudong Song
2019 J jnl
Phys. Commun.
Hai Zhu, Bo Zhang, Mengmeng Xu, Huaan Li, Hengzhou Xu
2019 J jnl
IEEE Access
Hai Zhu, Hengzhou Xu, Bo Zhang, Mengmeng Xu, Sifeng Zhu
2019 C conf
CIS
Mengmeng Xu, Hai Zhu, Juanjuan Wang, Hengzhou Xu
2019 J jnl
Int. J. Sens. Networks
Hai Zhu, Mengmeng Xu, Hengzhou Xu
2019 J jnl
IEEE Wirel. Commun. Lett.
Hengzhou Xu, Zhongyang Yu, Hai Zhu, Mengmeng Xu, Zhen Luo
2019 J jnl
IEEE Access
Hengzhou Xu, Yake Duan, Xiaoxiao Miao, Hai Zhu
2019 J jnl
IET Commun.
Hai Zhu, Mengmeng Xu, Hengzhou Xu
2019 J jnl
IEEE Access
Mengmeng Xu, Fei Liu, Hengzhou Xu, Hai Zhu, Baofeng Wang
2019 J jnl
IEEE Access
Hengzhou Xu, Huaan Li, Dan Feng, Bo Zhang, Hai Zhu
2019 J jnl
Sci. China Inf. Sci.
Hengzhou Xu, Huaan Li, Mengmeng Xu, Dan Feng, Hai Zhu
2018 J jnl
IEICE Trans. Commun.
Hang Zhou, Qing Li, Hai Zhu, Jian Wang
2018 J jnl
Wirel. Commun. Mob. Comput.
Hai Zhu, Liqun Pu, Hengzhou Xu, Bo Zhang
2018 J jnl
J. Parallel Distributed Comput.
Hang Zhou, Qing Li, Kim-Kwang Raymond Choo, Hai Zhu
2018 C conf
CIS
Hengzhou Xu, Hai Zhu, Mengmeng Xu, Bo Zhang, Sifeng Zhu
2018 C conf
CIS
Mengmeng Xu, Hai Zhu, Hengzhou Xu, Baofeng Wang, Sifeng Zhu
2017 conf
SINC
Hengzhou Xu, Baoming Bai, Hai Zhu, Mengmeng Xu, Bo Zhang
2017 conf
ChinaCom (1)
Bo Zhang, Hui Liu, Hai Zhu, Hengzhou Xu
2016 J jnl
Clust. Comput.
Hang Zhou, Qing Li, Weiqin Tong, Samina Kausar, Hai Zhu
tests/unit/test_apk_cfg_features.py
← Index tests/unit/test_apk_cfg_features.py python
"""
Unit tests for APK CFG feature parity with the Binary Ninja pipeline.

Tests advanced CFG features computed from smali (topology hash, MD-index,
WL-MinHash, prime product, packed adjacency, block features export) and
the slimmed similarity table.

All tests use mocked smali input — no JADX/apktool/Java required.
"""
import pytest

from redb.extractors.decompiler.apk.smali_cfg import (
    SmaliCFGMetrics,
    compute_cfg_metrics,
)
from redb.extractors.decompiler.apk.method_extractor import (
    SMALI_OP_PRIMES,
    compute_prime_product_smali,
    count_call_instructions,
)

pytestmark = [pytest.mark.unit, pytest.mark.apk, pytest.mark.decompile]


# ===================================================================
# Sample smali bodies for testing
# ===================================================================

# Simple linear method: 3 instructions, 1 block
SMALI_LINEAR = """\
    const/4 v0, 0x0
    invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
    return-void
"""

# Diamond CFG: if-else with two paths merging
SMALI_DIAMOND = """\
    const/4 v0, 0x1
    if-eqz v0, :cond_0
    invoke-virtual {p0}, Lcom/Foo;->pathA()V
    goto :goto_0
    :cond_0
    invoke-virtual {p0}, Lcom/Foo;->pathB()V
    :goto_0
    return-void
"""

# Loop: a back edge from goto to a label before it
SMALI_LOOP = """\
    const/4 v0, 0x0
    :loop_start
    add-int/lit8 v0, v0, 0x1
    if-lt v0, v1, :loop_start
    return-void
"""

# Multi-block with several invoke calls
SMALI_MULTI_CALL = """\
    invoke-virtual {p0}, Lcom/Foo;->a()V
    invoke-static {v0}, Lcom/Bar;->b(I)V
    invoke-direct {p0, v1}, Lcom/Baz;-><init>(I)V
    const/4 v0, 0x0
    return-void
"""


# ===================================================================
# TestSmaliCFGMetricsAdvanced — new fields in SmaliCFGMetrics
# ===================================================================

class TestSmaliCFGMetricsAdvanced:
    """Test that advanced CFG fields are populated by compute_cfg_metrics."""

    def test_topology_hash_is_bytes(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert isinstance(m.cfg_topology_hash, bytes)
        assert len(m.cfg_topology_hash) == 16

    def test_topology_hash_nonzero_for_multiblock(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert m.cfg_topology_hash != b'\x00' * 16

    def test_topology_hash_zero_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.cfg_topology_hash == b'\x00' * 16

    def test_identical_cfg_same_topology_hash(self):
        """Two smali methods with the same CFG structure produce the same hash."""
        smali_a = """\
    const/4 v0, 0x1
    if-eqz v0, :cond_0
    const/4 v1, 0x2
    goto :goto_0
    :cond_0
    const/4 v1, 0x3
    :goto_0
    return-void
"""
        smali_b = """\
    const/4 v5, 0x9
    if-nez v5, :cond_0
    add-int v6, v5, v5
    goto :goto_0
    :cond_0
    sub-int v6, v5, v5
    :goto_0
    return-void
"""
        m_a = compute_cfg_metrics(smali_a)
        m_b = compute_cfg_metrics(smali_b)
        assert m_a.cfg_topology_hash == m_b.cfg_topology_hash

    def test_different_cfg_different_topology_hash(self):
        m_linear = compute_cfg_metrics(SMALI_LINEAR)
        m_diamond = compute_cfg_metrics(SMALI_DIAMOND)
        assert m_linear.cfg_topology_hash != m_diamond.cfg_topology_hash

    def test_md_index_topdown_nonzero(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert m.md_index_topdown != 0

    def test_md_index_bottomup_nonzero(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert m.md_index_bottomup != 0

    def test_md_index_zero_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.md_index_topdown == 0
        assert m.md_index_bottomup == 0

    def test_wl_minhash_length(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert len(m.wl_minhash) == 128

    def test_wl_minhash_sentinel_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.wl_minhash == [255] * 128

    def test_wl_minhash_values_are_uint8(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        for val in m.wl_minhash:
            assert 0 <= val <= 255

    def test_cfg_adjacency_nonempty_for_multiblock(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert len(m.cfg_adjacency) > 0

    def test_cfg_adjacency_empty_for_empty(self):
        m = compute_cfg_metrics("")
        assert m.cfg_adjacency == []

    def test_cfg_adjacency_packed_format(self):
        """Each entry should be (src << 16) | tgt."""
        m = compute_cfg_metrics(SMALI_DIAMOND)
        for edge in m.cfg_adjacency:
            assert isinstance(edge, int)
            src = edge >> 16
            tgt = edge & 0xFFFF
            assert src < m.block_count
            assert tgt < m.block_count

    def test_block_features_exported(self):
        m = compute_cfg_metrics(SMALI_DIAMOND)
        assert len(m.block_features) == m.block_count
        for bf in m.block_features:
            assert len(bf) == 8  # 7 categories + successor_count

    def test_cfg_feature_tlsh_none_for_small(self):
        """Small methods produce None (< 50 bytes of feature data)."""
        m = compute_cfg_metrics(SMALI_LINEAR)
        # Single-block linear method — too small for TLSH
        assert m.cfg_feature_tlsh is None

    def test_loop_count_with_back_edge(self):
        m = compute_cfg_metrics(SMALI_LOOP)
        assert m.loop_count >= 1


# ===================================================================
# TestPrimeProductSmali
# ===================================================================

class TestPrimeProductSmali:

    def test_empty_returns_zero(self):
        assert compute_prime_product_smali("") == 0

    def test_none_returns_zero(self):
        assert compute_prime_product_smali(None) == 0

    def test_known_computation(self):
        """Single invoke instruction → CALL category → prime 17."""
        smali = "    invoke-virtual {p0}, Lcom/Foo;->bar()V"
        assert compute_prime_product_smali(smali) == 17

    def test_two_instructions(self):
        """const (CONST→2) * invoke (CALL→17) = 34."""
        smali = """\
    const/4 v0, 0x0
    invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
"""
        assert compute_prime_product_smali(smali) == 2 * 17

    def test_skips_directives_and_labels(self):
        """Directives, labels, and comments should be skipped."""
        smali = """\
.registers 2
.line 10
    :label
    # comment
    const/4 v0, 0x0
"""
        # Only const/4 → CONST → prime 2
        assert compute_prime_product_smali(smali) == 2

    def test_position_independent(self):
        """Reordering instructions produces the same product (multiplication is commutative)."""
        smali_a = """\
    add-int v0, v1, v2
    invoke-virtual {p0}, Lcom/Foo;->bar()V
"""
        smali_b = """\
    invoke-virtual {p0}, Lcom/Foo;->bar()V
    add-int v0, v1, v2
"""
        assert compute_prime_product_smali(smali_a) == compute_prime_product_smali(smali_b)

    def test_all_categories_have_primes(self):
        """Every category in SMALI_OP_PRIMES is a positive integer."""
        for cat, prime in SMALI_OP_PRIMES.items():
            assert isinstance(prime, int)
            assert prime >= 1

    def test_mod_2_64(self):
        """Result should be mod 2^64 (doesn't overflow)."""
        # A very long method — product stays within uint64
        smali = "\n".join(["    mul-int v0, v1, v2"] * 1000)
        result = compute_prime_product_smali(smali)
        assert 0 <= result < 2**64


# ===================================================================
# TestCallCount
# ===================================================================

class TestCallCount:

    def test_empty(self):
        assert count_call_instructions("") == 0

    def test_none(self):
        assert count_call_instructions(None) == 0

    def test_single_invoke(self):
        smali = "    invoke-virtual {p0}, Lcom/Foo;->bar()V"
        assert count_call_instructions(smali) == 1

    def test_multiple_invoke_types(self):
        assert count_call_instructions(SMALI_MULTI_CALL) == 3

    def test_non_invoke_not_counted(self):
        smali = """\
    const/4 v0, 0x0
    add-int v1, v0, v0
    return-void
"""
        assert count_call_instructions(smali) == 0


# ===================================================================
# TestSimilarityTableSlimmed
# ===================================================================

class TestSimilarityTableSlimmed:
    """Verify the similarity table no longer contains moved fields."""

    def test_export_similarity_no_block_count(self):
        """block_count should not be in similarity export columns."""
        from redb.extractors.decompiler.DecompileAPK import DecompileAPK
        from unittest.mock import MagicMock

        extractor = DecompileAPK.__new__(DecompileAPK)
        extractor.log = MagicMock()
        extractor.sha256 = "a" * 64
        extractor.sha1 = "b" * 40
        extractor.md5 = "c" * 32
        extractor.analysis_results = {
            "sha256": "a" * 64,
            "sha1": "b" * 40,
            "md5": "c" * 32,
            "similarity_metrics": [{
                "smali_method_hash": "d" * 64,
                "cyclomatic_complexity": 3,
                "ssdeep_smali": None,
                "tlsh_smali": None,
                "minhash": [1, 2, 3],
            }],
        }

        export = extractor.prepare_export_data("ClickHouseExporter")
        sim_cols = export["method_similarity_metrics"]["column_names"]
        assert "block_count" not in sim_cols
        assert "edge_count" not in sim_cols
        assert "loop_count" not in sim_cols
        assert "max_depth" not in sim_cols
        assert "max_fan_out" not in sim_cols
        # These should still be there
        assert "smali_method_hash" in sim_cols
        assert "ssdeep_smali" in sim_cols
        assert "minhash" in sim_cols
        # cyclomatic_complexity moved to cfg table
        assert "cyclomatic_complexity" not in sim_cols


# ===================================================================
# TestCFGTableExport
# ===================================================================

class TestCFGTableExport:
    """Verify the new CFG table is exported correctly."""

    def test_export_cfg_table_present(self):
        from redb.extractors.decompiler.DecompileAPK import DecompileAPK
        from unittest.mock import MagicMock

        extractor = DecompileAPK.__new__(DecompileAPK)
        extractor.log = MagicMock()
        extractor.analysis_results = {
            "sha256": "a" * 64,
            "sha1": "b" * 40,
            "md5": "c" * 32,
            "cfg": [{
                "smali_method_hash": "d" * 64,
                "cfg_topology_hash": b'\x01' * 16,
                "block_count": 4,
                "edge_count": 5,
                "instructions_count": 20,
                "call_count": 3,
                "cyclomatic_complexity": 3,
                "loop_count": 1,
                "max_depth": 2,
                "max_fan_out": 2,
                "md_index_topdown": 12345,
                "md_index_bottomup": 67890,
                "prime_product_smali": 999,
                "cfg_feature_tlsh": None,
                "wl_minhash": [0] * 128,
                "bb_features": [[10, 1, 0, 2, 1, 0, 0, 2]] * 4,
                "cfg_adjacency": [0x00010000, 0x00010002],
            }],
        }

        export = extractor.prepare_export_data("ClickHouseExporter")
        assert "cfg_methods" in export
        cfg_export = export["cfg_methods"]
        assert cfg_export["table"] == "code_apk_cfg_methods"
        assert len(cfg_export["data"]) == 1
        assert "cfg_topology_hash" in cfg_export["column_names"]
        assert "prime_product_smali" in cfg_export["column_names"]
        assert "wl_minhash" in cfg_export["column_names"]
        assert "bb_features" in cfg_export["column_names"]
        assert "cfg_adjacency" in cfg_export["column_names"]
        # Verify column count matches data width
        assert len(cfg_export["column_names"]) == len(cfg_export["data"][0])
        assert len(cfg_export["column_type_names"]) == len(cfg_export["data"][0])