Kaniz Fatema

47 papers B 2C 2Misc 2Journal 21Unranked 19
YearRankTypeTitle / Venue / Authors
2026 J jnl
Eng. Appl. Artif. Intell.
Md. Injamul Haque, Saiful Islam, Sadia Sultana Chowa, Md. Awlad Hossen Rony, Kaniz Fatema, Md. Mehedi Hassan, Md Rafiqul Islam, Md. Zahid Hasan, Asif Karim, Sami Azam
2026 J jnl
Netw. Model. Anal. Health Informatics Bioinform.
Sium Ahmed, Sagar Sivaji Barale, Rupali Sarjerao Kamble, Kaniz Fatema, Kailas Sonawane, Kathleen Hefferon, Kee Yoeup Paek, Abdullah Mohammad Shohael
2026 J jnl
Biomed. Signal Process. Control.
Kaniz Fatema, Vaibhav Thakur, Emad A. Mohammed
2025 J jnl
Electron. Gov. an Int. J.
Koushik Prashad Pathak, Kazi Md. Jamshed, Shusama Arjumond, Khadija Akter, Kaniz Fatema
2025 J jnl
Comput. Biol. Medicine
Md. Ibrahim Patwary khokan, Tasnim Jahan Tonni, Md. Awlad Hossen Rony, Kaniz Fatema, Md. Zahid Hasan
2025 J jnl
CoRR
Kaniz Fatema, Vaibhav Thakur, Emad A. Mohammed
2025 J jnl
CoRR
Kaniz Fatema, Emad A. Mohammed, Sukhjit Singh Sehra
2024 J jnl
IEEE Access
Mohaimenul Azam Khan Raiaan, Md. Saddam Hossain Mukta, Kaniz Fatema, Nur Mohammad Fahad, Sadman Sakib, Most Marufatul Jannat Mim, Jubaer Ahmad, Mohammed Eunus Ali, Sami Azam
2024 J jnl
Comput. Intell.
Tasnim Jahan Tonni, Shakil Rana, Kaniz Fatema, Asif Karim, Md. Awlad Hossen Rony, Md. Zahid Hasan, Md. Saddam Hossain Mukta, Sami Azam
2024 C conf
AICCSA
Ashifur Rahman, MM Mahbubul Syeed, Kaniz Fatema, Razib Hayat Khan, Md Shakhawat Hossain, Mohammad Faisal Uddin
2024 conf
ICCCNT
Ismot Jahan Samia, Mushrat Jahan, Md. Awlad Hossen Rony, Kaniz Fatema
2024 J jnl
IEEE Access
Md. Awlad Hossen Rony, Kaniz Fatema, Mohaimenul Azam Khan Raiaan, Md. Mehedi Hassan, Sami Azam, Asif Karim, Mirjam Jonkman, Jemima Beissbarth, Friso De Boer, Sheikh Mohammed Shariful Islam, Amanda Leach
2024 J jnl
Sensors
Shakil Rana, Md Jabed Hosen, Tasnim Jahan Tonni, Md. Awlad Hossen Rony, Kaniz Fatema, Md. Zahid Hasan, Md. Tanvir Rahman, Risala Tasin Khan, Tony Jan, Md Whaiduzzaman
2024 J jnl
IEEE Access
Mushrat Jahan, Md. Zahid Hasan, Ismot Jahan Samia, Kaniz Fatema, Md. Awlad Hossen Rony, Mohammad Shamsul Arefin, Ahmed Moustafa
2024 conf
ISCIT
Jahid Hasan Rony, MM Mahbubul Syeed, Razib Hayat Khan, Kaniz Fatema, Md Shakhawat Hossain, Mohammad Faisal Uddin
2024 J jnl
Array
Sami Azam, Md Awlad Hossain Rony, Mohaimenul Azam Khan Raiaan, Kaniz Fatema, Asif Karim, Mirjam Jonkman, Jemima Beissbarth, Amanda Leach, Friso De Boer
2024 conf
C3AI
Beckett LeClair, Kaniz Fatema
2023 J jnl
IEEE Access
Mohaimenul Azam Khan Raiaan, Kaniz Fatema, Inam Ullah Khan, Sami Azam, Md. Rafi Ur Rashid, Md. Saddam Hossain Mukta, Mirjam Jonkman, Friso De Boer
2023 conf
JCSSE
M. M. Mahbubul Syeed, Md. Rajaul Karim, Md. Shakhawat Hossain, Kaniz Fatema, Mohammad Faisal Uddin, Razib Hayat Khan
2023 conf
JCSSE
Md Shakhawat Hossain, Umme Sadia Salsabil, M. M. Mahbubul Syeed, Md Mahmudur Rahman, Kaniz Fatema, Mohammad Faisal Uddin
2023 conf
ICCCNT
Rubaiya Hafiz, Kaniz Fatema
2022 J jnl
Trans. Emerg. Telecommun. Technol.
Monzir Babiker Mohamed, Olasunkanmi Matthew Alofe, Muhammad Ajmal Azad, Harjinder Singh Lallie, Kaniz Fatema, Tahir Sharif
2022 J jnl
Sensors
Md. Shakhawat Hossain, M. M. Mahbubul Syeed, Kaniz Fatema, Md. Sakir Hossain, Mohammad Faisal Uddin
2021 conf
ICCCNT
Kaniz Fatema, Md. Awlad Hossen Rony, Nusrat Zahan, Md. Zahid Hasan
2021 J jnl
Comput. Sci. Rev.
Haider Ali, Umair Ullah Tariq, James Hardy, Xiaojun Zhai, Lu Liu, Yongjun Zheng, Faycal Bensaali, Abbes Amira, Kaniz Fatema, Nikos Antonopoulos
2019 conf
MENACOMM
Olasunkanmi Matthew Alofe, Kaniz Fatema, John Panneerselvam, Fatih Kurugollu
2018 B conf
ESWC
Harshvardhan J. Pandit, Kaniz Fatema, Declan O'Sullivan, Dave Lewis
2018 conf
GeoLD-QuWeDa@ESWC
Alan Meehan, Kaniz Fatema, Rob Brennan, Eamonn Clinton, Lorraine McNerney, Declan O'Sullivan
2017 J jnl
IEEE Trans. Serv. Comput.
Vincent C. Emeakaroha, Kaniz Fatema, Lisa van der Werff, Philip D. Healy, Theo Lynn, John P. Morrison
2017 conf
PrivOn@ISWC
Kaniz Fatema, Ensar Hadziselimovic, Harshvardhan J. Pandit, Christophe Debruyne, Dave Lewis, Declan O'Sullivan
2017 conf
EthNLP@EACL
David Lewis, Joss Moorkens, Kaniz Fatema
2017 conf
SemSci@ISWC
Ensar Hadziselimovic, Kaniz Fatema, Harshvardhan J. Pandit, Dave Lewis
2016 conf
IEEE Symposium on Security and Privacy Workshops
Kaniz Fatema, Christophe Debruyne, Dave Lewis, Declan O'Sullivan, John P. Morrison, Abdullah-Al Mazed
2016 B conf
LREC
David Lewis, Kaniz Fatema, Alfredo Maldonado, Brian Walshe, Arturo Calvo
2015 Misc conf
UCC
Kaniz Fatema, Dave Lewis, Declan O'Sullivan, John P. Morrison, Abdullah-Al Mazed
2014 conf
CLOSER (Selected Papers)
Kaniz Fatema, Philip D. Healy, Vincent C. Emeakaroha, John P. Morrison, Theo Lynn
2014 C conf
CLOSER
Kaniz Fatema, Philip D. Healy, Vincent C. Emeakaroha, John P. Morrison, Theo Lynn
2014 J jnl
J. Parallel Distributed Comput.
Kaniz Fatema, Vincent C. Emeakaroha, Philip D. Healy, John P. Morrison, Theo Lynn
2014 conf
CAiSE Workshops
Kaniz Fatema, David W. Chadwick
2013
Kaniz Fatema
2013 Misc conf
UCC
Vincent C. Emeakaroha, Philip D. Healy, Kaniz Fatema, John P. Morrison
2013 conf
Euro-Par Workshops
Vincent C. Emeakaroha, Philip D. Healy, Kaniz Fatema, John P. Morrison
2012 J jnl
J. Comput. Syst. Sci.
David W. Chadwick, Kaniz Fatema
2011 conf
PrimeLife
Kaniz Fatema, David W. Chadwick, Brendan Van Alsenoy
2010 conf
PrimeLife
Kaniz Fatema, David W. Chadwick, Stijn F. Lievens
2010 J jnl
CoRR
Nasrin Akhter, Kaniz Fatema, Lilatul Ferdouse, Faria Khandaker
2009 conf
Digital Identity Management
David W. Chadwick, Kaniz Fatema
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])