Rafal Zdunek

93 papers B 6C 5Misc 5Journal 36Unranked 39
YearRankTypeTitle / Venue / Authors
2026 J jnl
Neural Networks
Mateusz Gabor, Rafal Zdunek
2026 J jnl
J. Comput. Appl. Math.
Laura Selicato, Flavia Esposito, Andersen Man Shun Ang, Nicoletta Del Buono, Rafal Zdunek
2025 C conf
CoDIT
Rafal Zdunek
2025 J jnl
Neurocomputing
Rafal Zdunek
2025 J jnl
CoRR
Laura Selicato, Flavia Esposito, Andersen Man Shun Ang, Nicoletta Del Buono, Rafal Zdunek
2025 J jnl
J. Comput. Sci.
Rafal Zdunek
2024 J jnl
IEEE Trans. Ind. Informatics
Mateusz Gabor, Rafal Zdunek, Radoslaw Zimroz, Agnieszka Wylomanska
2024 J jnl
CoRR
Mateusz Gabor, Rafal Zdunek
2023 J jnl
Appl. Math. Comput.
Nicoletta Del Buono, Flavia Esposito, Laura Selicato, Rafal Zdunek
2023 J jnl
Appl. Soft Comput.
Mateusz Gabor, Rafal Zdunek
2023 C conf
IECON
Mateusz Gabor, Rafal Zdunek, Radoslaw Zimroz, Agnieszka Wylomanska
2023 conf
ICCS (2)
Rafal Zdunek
2022 J jnl
CoRR
Nicoletta Del Buono, Flavia Esposito, Laura Selicato, Rafal Zdunek
2022 conf
ICCS (3)
Mateusz Gabor, Rafal Zdunek
2022 B conf
KES
Rafal Zdunek
2022 J jnl
Symmetry
Rafal Zdunek, Krzysztof Fonal
2022 B conf
IJCNN
Rafal Zdunek, Mateusz Gabor
2021 J jnl
Neurocomputing
Krzysztof Fonal, Rafal Zdunek
2021 J jnl
Signal Process. Image Commun.
Rafal Zdunek, Tomasz Sadowski
2021 J jnl
Sensors
Rafal Zdunek, Andrzej Grobelny, Jerzy Witkowski, Radoslaw Igor Gnot
2020 J jnl
Sensors
Michal Wójcik, Pia Brinkmann, Rafal Zdunek, Daniel Riebe, Toralf Beitz, Sven Merk, Katarzyna Cieslik, David Mory, Arkadiusz Antonczak
2020 conf
KES-IDT
Rafal Zdunek, Krzysztof Fonal
2019 B conf
IJCNN
Krzysztof Fonal, Rafal Zdunek
2019 J jnl
IEEE Signal Process. Lett.
Krzysztof Fonal, Rafal Zdunek
2019 conf
SPA
Tomasz Sadowski, Rafal Zdunek
2019 conf
IWANN (2)
Rafal Zdunek, Krzysztof Fonal, Tomasz Sadowski
2019 J jnl
Signal Process. Image Commun.
Rafal Zdunek, Krzysztof Fonal, Andrzej Wolczowski
2019 conf
ICUFN
Rafal Zdunek, Krzysztof Fonal
2019 J jnl
Sensors
Maciej Roman Nowak, Rafal Zdunek, Edward Plinski, Piotr Swiatek, Malgorzata Strzelecka, Wieslaw Malinka, Stanislawa Plinska
2019 J jnl
Neurocomputing
Rafal Zdunek, Tomasz Sadowski
2018 conf
ICAISC (2)
Krzysztof Fonal, Rafal Zdunek
2018 J jnl
Concurr. Comput. Pract. Exp.
Rafal Zdunek, Krzysztof Fonal
2018 B conf
ICPR
Krzysztof Fonal, Rafal Zdunek, Andrzej Wolczowski
2018 conf
LVA/ICA
Tomasz Sadowski, Rafal Zdunek
2018 conf
ICAISC (2)
Tomasz Sadowski, Rafal Zdunek
2018 conf
IWSSIP
Rafal Zdunek, Krzysztof Fonal
2017 C conf
ICA3PP
Rafal Zdunek, Krzysztof Fonal
2017 conf
ISAT (2)
Tomasz Sadowski, Rafal Zdunek
2017 conf
IWANN (2)
Rafal Zdunek, Tomasz Sadowski
2016 conf
SPA
Szymon Drgas, Rafal Zdunek
2016 conf
DMBD
Rafal Zdunek, Michalina Kotyla
2015 Misc conf
ICAISC
Rafal Zdunek
2015 J jnl
Signal Process.
Tatsuya Yokota, Rafal Zdunek, Andrzej Cichocki, Yukihiko Yamashita
2014 conf
MLSP
Rafal Zdunek
2014 conf
ICAISC (2)
Rafal Zdunek, Andrzej Cichocki, Tatsuya Yokota
2014 J jnl
Int. J. Appl. Math. Comput. Sci.
Rafal Zdunek
2014 C conf
ICANN
Rafal Zdunek
2013 Misc conf
ICASSP
Anh Huy Phan, Andrzej Cichocki, Petr Tichavský, Rafal Zdunek, Sidney R. Lehky
2013 C conf
ICANN
Rafal Zdunek, Anh Huy Phan, Andrzej Cichocki
2013 J jnl
Cogn. Comput.
Rafal Zdunek
2012 conf
ICONIP (1)
Rafal Zdunek
2012 conf
ICAISC (1)
Rafal Zdunek
2012 conf
LVA/ICA
Rafal Zdunek, Zhaoshui He
2012 conf
ICANN (1)
Rafal Zdunek
2012 conf
DAGM/OAGM Symposium
Rafal Zdunek
2011 conf
NOLISP
Rafal Zdunek
2011 conf
IWANN (2)
Rafal Zdunek
2011 ch.
Computer Recognition Systems 4
Rafal Zdunek
2011 J jnl
IEEE Trans. Neural Networks
Zhaoshui He, Shengli Xie, Rafal Zdunek, Guoxu Zhou, Andrzej Cichocki
2011 conf
ICIAP (1)
Rafal Zdunek
2010 J jnl
Aust. J. Intell. Inf. Process. Syst.
Rafal Zdunek, Anh Huy Phan, Andrzej Cichocki
2010 conf
ICONIP (1)
Anh Huy Phan, Andrzej Cichocki, Rafal Zdunek, Thanh Vu Dinh
2010 conf
ICAISC (1)
Rafal Zdunek, Andrzej Cichocki
2010 conf
ICAISC (2)
Rafal Zdunek, Tomasz Ignor
2009 J jnl
IEEE Trans. Signal Process.
Zhaoshui He, Andrzej Cichocki, Rafal Zdunek, Shengli Xie
2009 book
Andrzej Cichocki, Rafal Zdunek, Anh Huy Phan, Shun-ichi Amari
2008 J jnl
Comput. Intell. Neurosci.
Andrzej Cichocki, Morten Mørup, Paris Smaragdis, Wenwu Wang, Rafal Zdunek
2008 conf
ISNN (1)
Zhaoshui He, Andrzej Cichocki, Rafal Zdunek, Jianting Cao
2008 Misc conf
ICAISC
Rafal Zdunek
2008 J jnl
Comput. Intell. Neurosci.
Rafal Zdunek, Andrzej Cichocki
2008 J jnl
IEEE Trans. Signal Process.
Rafal Zdunek, Andrzej Cichocki
2008 J jnl
IEEE Signal Process. Mag.
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
2008 conf
ICIC (1)
Rafal Zdunek, Tomasz M. Rutkowski
2008 J jnl
Neurocomputing
Rafal Zdunek, Andrzej Cichocki
2008 J jnl
Theor. Comput. Sci.
Rafal Zdunek
2008 conf
ISBI
Rafal Zdunek, Zhaoshui He, Andrzej Cichocki
2007 conf
ICONIP (2)
Rafal Zdunek, Andrzej Cichocki
2007 conf
ICONIP (1)
Andrzej Cichocki, Anh Huy Phan, Rafal Zdunek, Liqing Zhang
2007 conf
ICA
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
2007 J jnl
Int. J. Neural Syst.
Andrzej Cichocki, Rafal Zdunek
2007 conf
ICASSP (3)
Andrzej Cichocki, Rafal Zdunek, Seungjin Choi, Robert J. Plemmons, Shun-ichi Amari
2007 J jnl
Signal Process.
Rafal Zdunek, Andrzej Cichocki
2007 conf
ICANNGA (2)
Andrzej Cichocki, Rafal Zdunek, Seungjin Choi, Robert J. Plemmons, Shun-ichi Amari
2007 conf
ISNN (3)
Andrzej Cichocki, Rafal Zdunek
2007 conf
ICONIP (1)
Andrzej Cichocki, Marko Jankovic, Rafal Zdunek, Shun-ichi Amari
2006 conf
ICA
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
2006 Misc conf
ICAISC
Andrzej Cichocki, Shun-ichi Amari, Rafal Zdunek, Raul Kompass, Gen Hori, Zhaoshui He
2006 B conf
PIMRC
Rafal Zdunek, Maciej J. Nawrocki
2006 conf
ICASSP (5)
Andrzej Cichocki, Rafal Zdunek, Shun-ichi Amari
2006 Misc conf
ICAISC
Rafal Zdunek, Andrzej Cichocki
2005 B conf
PIMRC
Rafal Zdunek, Maciej J. Nawrocki, Mischa Dohler, Hamid Aghvami
2005 J jnl
Electron. Notes Discret. Math.
Rafal Zdunek, Andrzej Pralat
2004 J jnl
Math. Comput. Simul.
Constantin Popa, Rafal Zdunek
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])