Oleksandr Kuznetsov

64 papers Journal 45Unranked 18
YearRankTypeTitle / Venue / Authors
2026 J jnl
Multim. Tools Appl.
Oleksandr Kuznetsov, Emanuele Frontoni, Luca Romeo, Riccardo Rosati, Andrea Maranesi, Alessandro Muscatello
2026 book
Oleksandr Kuznetsov
2026 J jnl
CoRR
Oleksandr Kuznetsov
2026 J jnl
CoRR
Oleksandr Kuznetsov
2026 J jnl
Discov. Artif. Intell.
Oleksandr Kuznetsov, Michele Melchiori, Alessandro Galdelli, Emanuele Frontoni, Marco Arnesano
2025 J jnl
CoRR
Oleksandr Kuznetsov, Michele Melchiori, Emanuele Frontoni, Marco Arnesano
2025 conf
SYSTEM
Oleksandr Kuznetsov, Emanuele Frontoni, Yelyzaveta Kuznetsova, Marco Amesano, Cristian Randieri
2025 J jnl
Algorithms
Oleksandr Kuznetsov, Dmytro Prokopovych-Tkachenko, Maksym Bilan, Borys Khruskov, Oleksandr Cherkaskyi
2025 conf
ISICP@IT&I
Oleksandr Kuznetsov, Yelyzaveta Kuznetsova, Mykola Mormul, Dmytro Shchytov
2025 J jnl
Mach. Learn. Knowl. Extr.
Potito Valle Dell'olmo, Oleksandr Kuznetsov, Emanuele Frontoni, Marco Arnesano, Christian Napoli, Cristian Randieri
2025 J jnl
CoRR
Oleksandr Kuznetsov, Emanuele Frontoni, Luca Romeo, Riccardo Rosati, Andrea Maranesi, Alessandro Muscatello
2025 J jnl
Comput.
Oleksandr Kuznetsov, Kyrylo Chernov, Aigul Shaikhanova, Kainizhamal Iklassova, Dinara Kozhakhmetova
2025 J jnl
Big Data Cogn. Comput.
Kamila Bakenova, Oleksandr Kuznetsov, Aigul Shaikhanova, Davyd Cherkaskyi, Borys Khrushkov, Valentyn Chernushevych
2025 J jnl
CoRR
Oleksandr Kuznetsov
2025 J jnl
Big Data Cogn. Comput.
Aigul Shaikhanova, Oleksandr Kuznetsov, Kainizhamal Iklassova, Aizhan Tokkuliyeva, Laura Sugurova
2025 conf
ICAISC (3)
Emanuele Iacobelli, Valerio Ponzi, Adriano Puglisi, Oleksandr Kuznetsov, Katarzyna Nieszporek, Cristian Randieri, Christian Napoli
2025 J jnl
Future Internet
Oleksandr Kuznetsov, Emanuele Frontoni, Kateryna Kuznetsova, Marco Arnesano
2025 conf
ICYRIME
Oleksandr Kuznetsov, Emanuele Frontoni, Kyrylo Chernov, Marco Amesano, Cristian Randieri
2024 conf
ICAISC (2)
Oleksandr Kuznetsov, Dmytro Zakharov, Emanuele Frontoni, Christian Napoli, Iryna Ivanochko
2024 J jnl
Internet Things
Oleksandr Kuznetsov, Dzianis Kanonik, Alex Rusnak, Anton Yezhov, Oleksandr Domin, Kateryna Kuznetsova
2024 J jnl
CoRR
Oleksandr Kuznetsov, Dzianis Kanonik, Alex Rusnak, Anton Yezhov, Oleksandr Domin
2024 conf
ICAISC (2)
Oleksandr Kuznetsov, Emanuele Frontoni, Kateryna Kuznetsova, Natalia Kryvinska, Christian Napoli
2024 J jnl
CoRR
Oleksandr Kuznetsov, Dmytro Zakharov, Emanuele Frontoni, Andrea Maranesi
2024 J jnl
Comput. Secur.
Oleksandr Kuznetsov, Dmytro Zakharov, Emanuele Frontoni, Andrea Maranesi
2024 J jnl
Appl. Intell.
Oleksandr Kuznetsov, Emanuele Frontoni, Kyrylo Chernov
2024 J jnl
IEEE Access
Oleksandr Kuznetsov, Paolo Sernani, Luca Romeo, Emanuele Frontoni, Adriano Mancini
2024 J jnl
CoRR
Oleksandr Kuznetsov, Dmytro Zakharov, Emanuele Frontoni, Andrea Maranesi, Serhii Bohucharskyi
2024 J jnl
Multim. Tools Appl.
Oleksandr Kuznetsov, Dmytro Zakharov, Emanuele Frontoni
2024 J jnl
CoRR
Oleksandr Kuznetsov, Emanuele Frontoni, Marco Arnesano, Kateryna Kuznetsova
2024 J jnl
J. Sens. Actuator Networks
Oleksandr Kuznetsov, Emanuele Frontoni, Marco Arnesano, Kateryna Kuznetsova
2024 J jnl
CoRR
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Dzianis Kanonik, Kateryna Kuznetsova, Oleksandr Domin
2024 J jnl
Cryptogr.
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Dzianis Kanonik, Kateryna Kuznetsova, Oleksandr Domin
2024 J jnl
CoRR
Dmytro Zakharov, Oleksandr Kuznetsov, Emanuele Frontoni, Natalia Kryvinska
2024 conf
ICAISC (2)
Dmytro Zakharov, Oleksandr Kuznetsov, Emanuele Frontoni, Natalia Kryvinska
2024 J jnl
IEEE Access
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Dzianis Kanonik, Kateryna Kuznetsova, Stanislav Karashchuk
2024 J jnl
CoRR
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Dzianis Kanonik, Kateryna Kuznetsova, Stanislav Karashchuk
2024 J jnl
Cryptogr.
Oleksandr Kuznetsov, Nikolay Poluyanenko, Emanuele Frontoni, Sergey Kandiy
2024 conf
CPITS II
Oleksandr Kuznetsov, Anton Yezhov, Kateryna Kuznetsova, Vladyslav Yusiuk, Valentyn Chernushevych
2024 J jnl
Multim. Tools Appl.
Oleksandr Kuznetsov, Emanuele Frontoni, Luca Romeo, Riccardo Rosati
2024 J jnl
CoRR
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Kateryna Kuznetsova, Dzianis Kanonik, Oleksandr Domin
2024 J jnl
Cryptogr.
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Kateryna Kuznetsova, Dzianis Kanonik, Oleksandr Domin
2024 J jnl
CoRR
Oleksandr Kuznetsov, Nikolay Poluyanenko, Emanuele Frontoni, Marco Arnesano, Oleksii Smirnov
2024 conf
CQPC
Oleksandr Kuznetsov, Nikolay Poluyanenko, Emanuele Frontoni, Marco Arnesano, Oleksii Smirnov
2024 J jnl
Comput.
Oleksandr Kuznetsov, Nikolay Poluyanenko, Kateryna Kuznetsova, Emanuele Frontoni, Marco Arnesano
2024 J jnl
CoRR
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Kateryna Kuznetsova, Dzianis Kanonik, Oleksandr Domin
2024 J jnl
Internet Things
Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Kateryna Kuznetsova, Dzianis Kanonik, Oleksandr Domin
2024 J jnl
Future Internet
Oleksandr Kuznetsov, Emanuele Frontoni, Kateryna Kuznetsova, Ruslan Shevchuk, Mikolaj P. Karpinski
2024 J jnl
IEEE Access
Oleksandr Kuznetsov, Paolo Sernani, Luca Romeo, Emanuele Frontoni, Adriano Mancini
2024 conf
CPITS II
Oleksandr Kuznetsov, Yelyzaveta Kuznetsova, Emanuele Frontoni, Marco Arnesano, Oleksii Smirnov
2024 J jnl
CoRR
Oleksandr Kuznetsov, Anton Yezhov, Kateryna Kuznetsova, Oleksandr Domin
2024 J jnl
CoRR
Oleksandr Kuznetsov, Anton Yezhov, Vladyslav Yusiuk, Kateryna Kuznetsova
2024 conf
CQPC
Oleksandr Kuznetsov, Anton Yezhov, Vladyslav Yusiuk, Kateryna Kuznetsova
2024 conf
IT&I
Oleksandr Kuznetsov, Emanuele Frontoni, Yelyzaveta Kuznetsova, Oleksii Smirnov, Illarion Moskovchenko
2024 J jnl
CoRR
Dmytro Zakharov, Oleksandr Kuznetsov, Emanuele Frontoni
2024 J jnl
Eng. Appl. Artif. Intell.
Dmytro Zakharov, Oleksandr Kuznetsov, Emanuele Frontoni
2024 conf
ICAISC (2)
Oleksandr Kuznetsov, Nikolay Poluyanenko, Emanuele Frontoni, Sergey Kandiy, Michal Gregus
2023 conf
CPITS II
Oleksandr Kuznetsov, Emanuele Frontoni, Viktor Katrich, Olena Kobylianska, Svetlana Pshenichnaya
2023 conf
IT&I
Oleksandr Kuznetsov, Emanuele Frontoni, Yelyzaveta Kuznetsova, Oleksii Smirnov, Vladyslav Chevardin
2023 conf
CPITS II
Oleksandr Kuznetsov, Oleksandr Peliukh, Nikolay Poluyanenko, Serhii Bohucharskyi, Ievgeniia Kolovanova
2023 conf
SCIA
Oleksandr Kuznetsov, Dmytro Zakharov, Emanuele Frontoni, Andrea Maranesi, Serhii Bohucharskyi
2023 J jnl
J. Theor. Appl. Electron. Commer. Res.
Victor Krasnobayev, Oleksandr Kuznetsov
2023 conf
CQPC
Oleksandr Kuznetsov, Sergey Kandiy, Emanuele Frontoni, Oleksii Smirnov
2015 J jnl
IACR Cryptol. ePrint Arch.
Roman Oliynykov, Ivan Gorbenko, Oleksandr Kazymyrov, Victor Ruzhentsev, Oleksandr Kuznetsov, Yurii Gorbenko, Oleksandr Dyrda, Viktor Dolgov, Andrii Pushkaryov, Ruslan Mordvinov, Dmytro Kaidalov
2015 J jnl
IACR Cryptol. ePrint Arch.
Roman Oliynykov, Ivan Gorbenko, Oleksandr Kazymyrov, Victor Ruzhentsev, Oleksandr Kuznetsov, Yurii Gorbenko, Artem Boiko, Oleksandr Dyrda, Viktor Dolgov, Andrii Pushkaryov
tests/unit/test_decompile_scores.py
← Index tests/unit/test_decompile_scores.py python
"""Unit tests for bninja/analysis/scores.py — ObfuscationScores."""
import sys
import pytest
from unittest.mock import MagicMock

# Install binaryninja stubs before importing
from tests.unit.conftest_binja_stubs import (
    install_binja_stubs,
    HighLevelILOperation,
)
bn_mock = install_binja_stubs()

from redb.extractors.decompiler.bninja.analysis.scores import (
    ObfuscationScores,
    get_dominated_by,
    uses_mba,
)
import binaryninja.highlevelil as hlil_mod


# ============================================================================
# Helper: Mock HLIL instruction
# ============================================================================

class MockHLILInstruction(hlil_mod.HighLevelILInstruction):
    """Mock HLIL instruction with operation and operands."""
    def __init__(self, operation, operands=None):
        self.operation = operation
        self.operands = operands or []


class MockHLILBasicBlock:
    """Mock HLIL basic block for flattened score testing."""
    def __init__(self, incoming_edges=None, dominator_tree_children=None):
        self.incoming_edges = incoming_edges or []
        self.dominator_tree_children = dominator_tree_children or []


# ============================================================================
# 5a. ObfuscationScores
# ============================================================================


class TestFlattenedScore:
    def test_flattened_score_no_back_edges(self):
        """Linear CFG with no back edges -> score 0.0."""
        block = MockHLILBasicBlock(incoming_edges=[], dominator_tree_children=[])
        func = MagicMock()
        func.basic_blocks = [block]
        scores = ObfuscationScores(func)
        assert scores.flattened_score() == 0.0

    def test_flattened_score_with_loop(self):
        """CFG with a back edge -> score > 0.0."""
        block = MockHLILBasicBlock(dominator_tree_children=[])
        # Create a back edge: an incoming edge whose source is in the dominated set
        edge = MagicMock()
        edge.source = block  # source IS the dominator -> back edge
        block.incoming_edges = [edge]
        func = MagicMock()
        func.basic_blocks = [block]
        scores = ObfuscationScores(func)
        assert scores.flattened_score() > 0.0

    def test_flattened_score_fully_flat(self):
        """Flattened CFG: one block dominates all -> ratio close to 1.0."""
        children = [MockHLILBasicBlock() for _ in range(4)]
        root = MockHLILBasicBlock(dominator_tree_children=children)
        # Back edge from root incoming
        edge = MagicMock()
        edge.source = root
        root.incoming_edges = [edge]
        all_blocks = [root] + children
        func = MagicMock()
        func.basic_blocks = all_blocks
        scores = ObfuscationScores(func)
        assert scores.flattened_score() == pytest.approx(1.0)


class TestMBAScore:
    def test_mba_score_no_mixed_ops(self):
        """Instructions with only arithmetic -> score 0.0."""
        instr = MockHLILInstruction(HighLevelILOperation.HLIL_ADD, operands=[])
        func = MagicMock()
        func.instructions = [instr]
        scores = ObfuscationScores(func)
        assert scores.MBA_score() == 0.0

    def test_mba_score_mixed_ops(self):
        """Instructions with arithmetic + logic -> score > 0.0."""
        inner_logic = MockHLILInstruction(HighLevelILOperation.HLIL_XOR, operands=[])
        outer_arith = MockHLILInstruction(
            HighLevelILOperation.HLIL_ADD, operands=[inner_logic]
        )
        func = MagicMock()
        func.instructions = [outer_arith]
        scores = ObfuscationScores(func)
        assert scores.MBA_score() > 0.0

    def test_mba_score_all_mixed(self):
        """Every instruction has both -> score 1.0."""
        inner_logic = MockHLILInstruction(HighLevelILOperation.HLIL_NOT, operands=[])
        outer_arith = MockHLILInstruction(
            HighLevelILOperation.HLIL_SUB, operands=[inner_logic]
        )
        func = MagicMock()
        func.instructions = [outer_arith]
        scores = ObfuscationScores(func)
        assert scores.MBA_score() == 1.0


class TestGetDominatedBy:
    def test_get_dominated_by(self):
        child1 = MockHLILBasicBlock(dominator_tree_children=[])
        child2 = MockHLILBasicBlock(dominator_tree_children=[])
        root = MockHLILBasicBlock(dominator_tree_children=[child1, child2])
        result = get_dominated_by(root)
        assert root in result
        assert child1 in result
        assert child2 in result
        assert len(result) == 3


class TestUsesMBA:
    def test_uses_mba_arithmetic_only(self):
        instr = MockHLILInstruction(HighLevelILOperation.HLIL_ADD, operands=[])
        assert uses_mba(instr) is False

    def test_uses_mba_logic_only(self):
        instr = MockHLILInstruction(HighLevelILOperation.HLIL_XOR, operands=[])
        assert uses_mba(instr) is False

    def test_uses_mba_mixed(self):
        inner = MockHLILInstruction(HighLevelILOperation.HLIL_AND, operands=[])
        outer = MockHLILInstruction(HighLevelILOperation.HLIL_ADD, operands=[inner])
        assert uses_mba(outer) is True