Nabiha Azizi

42 papers A* 1A 1C 2Journal 20Unranked 17
YearRankTypeTitle / Venue / Authors
2025 J jnl
J. Univers. Comput. Sci.
Maroua Benleulmi, Ibtissem Gasmi, Nabiha Azizi, Nilanjan Dey
2025 J jnl
Comput. Biol. Medicine
Assia Boukhamla, Nabiha Azizi, Samir Brahim Belhaouari, Nilanjan Dey
2025 J jnl
Appl. Intell.
Assia Boukhamla, Nabiha Azizi, Samir Brahim Belhaouari
2024 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Sonia Guehria, Habiba Belleili, Nabiha Azizi, Djamel Zenakhra
2024 conf
ISPR (2)
Hana Khemisa, Nadjette Dendani, Yasmine Khedimi, Nour Djihane Amara, Nabiha Azizi
2024 J jnl
Comput. Educ. Artif. Intell.
Yasmine Chachoui, Nabiha Azizi, Richard Hotte, Tahar Bensebaa
2024 conf
ISPR (3)
Amira Berrezzek, Nadjette Dendani, Nour Djihane Amara, Nabiha Azizi, Amel Saoudi
2024 conf
ISPR (2)
Nour Djihane Amara, Nadjette Dendani, Amira Berrezzek, Hana Khemissa, Amel Saoudi, Nabiha Azizi
2023 A conf
ICCAD
Assia Boukhamla, Mohamed Hatem Bouziane, Akram Laib, Nabiha Azizi, Roumaissa Rouabhi, Aya Merah, Rim Chaib
2022 J jnl
Int. J. Ambient Comput. Intell.
Radia Touahri, Nabiha Azizi, Nacer Eddine Hammami, Farid Benaida, Nawel Zemmal, Ibtissem Gasmi
2022 J jnl
Int. J. Reason. based Intell. Syst.
Samira Lagrini, Nabiha Azizi, Mohammed Redjimi
2022 C conf
ISPR
Abderraouf Zoghbi, Maroua Benleulmi, Soraya Cheriguene, Nabiha Azizi, Samira Lagrini, S. Nadine Layeb
2022 J jnl
Int. J. Intell. Inf. Technol.
Nawel Zemmal, Nacer Eddine Benzebouchi, Nabiha Azizi, Didier Schwab, Samir Brahim Belhaouari
2021 J jnl
Int. J. Bio Inspired Comput.
Nawel Zemmal, Nabiha Azizi, Mokhtar Sellami, Soraya Cheriguene, Amel Ziani
2021 conf
ACLING
Amel Ziani, Nabiha Azizi, Didier Schwab, Djamel Zenakhra, Monther Aldwairi, Nassira Chekkai, Nawel Zemmal, Marwa Hadj Salah
2021 J jnl
J. Intell. Fuzzy Syst.
Ibtissem Gasmi, Mohamed Walid Azizi, Hassina Seridi-Bouchelaghem, Nabiha Azizi, Samir Brahim Belhaouari
2021 conf
ICICT (2)
Atiq ur Rehman, Ashhadul Islam, Nabiha Azizi, Samir Brahim Belhaouari
2021 J jnl
Int. J. Comput. Vis. Robotics
Radia Touahri, Nabiha Azizi, Nacer Eddine Hammami, Monther Aldwairi, Nacer Eddine Benzebouchi, Ouided Moumene
2020 C conf
ISDA
Sonia Guehria, Habiba Belleili, Nabiha Azizi, Samir Brahim Belhaouari
2020 conf
MISC
Ibtissem Gasmi, Fouzia Anguel, Hassina Seridi-Bouchelaghem, Nabiha Azizi
2020 conf
IRICT
Rim Chaib, Nabiha Azizi, Nawel Zemmal, Didier Schwab, Samir Brahim Belhaouari
2020 J jnl
Cogn. Comput.
Nawel Zemmal, Nabiha Azizi, Mokhtar Sellami, Soraya Cheriguene, Amel Ziani, Monther Aldwairi, Nadjette Dendani
2019 J jnl
Int. J. Mach. Learn. Cybern.
Soraya Cheriguene, Nabiha Azizi, Nilanjan Dey, Amira S. Ashour, Amel Ziani
2019 conf
SSD
Nacer Eddine Benzebouchi, Nabiha Azizi, Nacer Eddine Hammami, Didier Schwab, Mohammed Chiheb Eddine Khelaifia, Monther Aldwairi
2019 J jnl
Int. J. Intell. Syst. Technol. Appl.
Samira Lagrini, Nabiha Azizi, Mohammed Redjimi, Monther Aldwairi
2019 J jnl
Int. J. Intell. Syst. Technol. Appl.
Amel Ziani, Nabiha Azizi, Djamel Zenakhra, Soraya Cheriguene, Monther Aldwairi
2019 J jnl
J. Exp. Theor. Artif. Intell.
Nacer Eddine Benzebouchi, Nabiha Azizi, Amira S. Ashour, Nilanjan Dey, R. Simon Sherratt
2019 J jnl
Int. J. Reason. based Intell. Syst.
Samira Lagrini, Nabiha Azizi, Mohammed Redjimi, Monther Aldwairi
2018 conf
CIIA
Hayet Djellali, Akila Djebbar, Nacira Ghoualmi-Zine, Nabiha Azizi
2018 conf
ICNLSP
Nacer Eddine Benzebouchi, Nabiha Azizi, Monther Aldwairi, Nadir Farah
2018 J jnl
Int. J. Intell. Syst. Technol. Appl.
Nawel Zemmal, Nabiha Azizi, Mokhtar Sellami, Djamel Zenakhra, Soraya Cheriguene, Nilanjan Dey, Amira S. Ashour
2017 A* conf
ICALP
Samira Lagrini, Mohammed Redjimi, Nabiha Azizi
2016 conf
SOFA (1)
Soraya Cheriguene, Nabiha Azizi, Nilanjan Dey, Amira S. Ashour, Corina Anca Mnerie, Teodora Olariu, Fuqian Shi
2016 ch.
Applications of Intelligent Optimization in Biology and Medicine
Soraya Cheriguene, Nabiha Azizi, Nawel Zemmal, Nilanjan Dey, Hayet Djellali, Nadir Farah
2015 conf
ICCSAMA
Amel Ziani, Nabiha Azizi, Yamina Tlili Guiyassa
2014 conf
ICMCS
Nabiha Azizi, Nawel Zemmal, Mokhtar Sellami, Nadir Farah
2014 J jnl
Eng. Appl. Artif. Intell.
Nour El Islem Karabadji, Hassina Seridi, Ilyes Khelf, Nabiha Azizi, Ramzi Boulkroune
2013 conf
RÉCITAL
Amel Ziani, Nabiha Azizi, Yamina Tlili Guiyassa
2012 J jnl
Int. J. Knowl. Based Intell. Eng. Syst.
Nabiha Azizi, Nadir Farah
2012 conf
ICANN (2)
Nabiha Azizi, Nadir Farah, Abdel Ennaji
2012 conf
ICMCS
Nabiha Azizi, Nadir Farah
2010 conf
MCS
Nabiha Azizi, Nadir Farah, Mokhtar Sellami, Abdel Ennaji
tests/unit/test_decompile_utils.py
← Index tests/unit/test_decompile_utils.py python
"""Unit tests for decompiler utility modules:
- bninja/utils/hashes.py
- bninja/utils/json_encoder.py
- bninja/analysis/low_level_normalization.py
"""
import hashlib
import json
import pytest


# ============================================================================
# 1a. hashes.py
# ============================================================================

from redb.extractors.decompiler.bninja.utils.hashes import (
    calculate_md5,
    calculate_sha256,
    calculate_tlsh,
)


class TestCalculateMD5:
    def test_calculate_md5_known_value(self):
        expected = hashlib.md5(b"test").hexdigest()
        assert calculate_md5("test") == expected

    def test_calculate_md5_empty(self):
        expected = hashlib.md5(b"").hexdigest()
        assert calculate_md5("") == expected


class TestCalculateSHA256:
    def test_calculate_sha256_known_value(self):
        expected = hashlib.sha256(b"hello world").hexdigest()
        assert calculate_sha256("hello world") == expected

    def test_calculate_sha256_empty_string(self):
        result = calculate_sha256("")
        assert len(result) == 64
        assert all(c in "0123456789abcdef" for c in result)


class TestCalculateTLSH:
    def test_calculate_tlsh_long_data(self):
        # TLSH requires >= 50 bytes
        data = "A" * 100
        result = calculate_tlsh(data)
        assert result is not None
        assert isinstance(result, str)

    def test_calculate_tlsh_short_data(self):
        data = "A" * 10
        result = calculate_tlsh(data)
        assert result is None

    def test_calculate_tlsh_deterministic(self):
        data = "x" * 200
        assert calculate_tlsh(data) == calculate_tlsh(data)



# ============================================================================
# 1b. json_encoder.py
# ============================================================================

from redb.extractors.decompiler.bninja.utils.json_encoder import BinaryNinjaEncoder


class TestBinaryNinjaEncoder:
    def test_encode_value_confidence_object(self):
        obj = type("VC", (), {"value": 42, "confidence": 255})()
        result = json.dumps(obj, cls=BinaryNinjaEncoder)
        assert json.loads(result) == 42

    def test_encode_str_fallback(self):
        obj = type("Obj", (), {"__str__": lambda self: "custom_repr"})()
        result = json.dumps(obj, cls=BinaryNinjaEncoder)
        assert json.loads(result) == "custom_repr"

    def test_encode_normal_types(self):
        data = {"a": 1, "b": [2, 3], "c": "hello"}
        result = json.dumps(data, cls=BinaryNinjaEncoder)
        assert json.loads(result) == data

    def test_encode_set_via_str(self):
        # Python sets have __str__, so BinaryNinjaEncoder converts them
        # to their string repr instead of raising TypeError.
        result = json.dumps(set([1, 2, 3]), cls=BinaryNinjaEncoder)
        parsed = json.loads(result)
        assert isinstance(parsed, str)
        assert "1" in parsed


# ============================================================================
# 1c. low_level_normalization.py
# ============================================================================

from redb.extractors.decompiler.bninja.analysis.low_level_normalization import (
    LowLevelNormalization,
)


class MockIL:
    """Mock IL node for normalization tests."""
    def __init__(self, operation, operands=None):
        self.operation = operation
        self.operands = operands or []


class TestLowLevelNormalization:
    def setup_method(self):
        self.normalizer = LowLevelNormalization()

    def test_normalize_single_instruction(self):
        node = MockIL(operation=5)
        result = self.normalizer.normalize_instruction_all_levels(node)
        assert result == [5]

    def test_normalize_nested_operands(self):
        child1 = MockIL(operation=10)
        child2 = MockIL(operation=20)
        root = MockIL(operation=1, operands=[child1, child2])
        result = self.normalizer.normalize_instruction_all_levels(root)
        assert result == [1, 10, 20]

    def test_normalize_empty_operands(self):
        node = MockIL(operation=42, operands=[])
        result = self.normalizer.normalize_instruction_all_levels(node)
        assert result == [42]

    def test_normalize_list_operands(self):
        # Simulates phi-node style list operands
        inner = MockIL(operation=99)
        node = MockIL(operation=7, operands=[[inner]])
        result = self.normalizer.normalize_instruction_all_levels(node)
        assert result == [7, 99]

    def test_normalize_none_input(self):
        result = self.normalizer.normalize_instruction_all_levels(None)
        assert result == []