Mansheej Paul

21 papers A* 8Journal 13
YearRankTypeTitle / Venue / Authors
2025 A* conf
ICLR
Zachary Ankner, Cody Blakeney, Kartik Sreenivasan, Max Marion, Matthew L. Leavitt, Mansheej Paul
2025 A* conf
ICLR
Tanishq Kumar, Zachary Ankner, Benjamin Frederick Spector, Blake Bordelon, Niklas Muennighoff, Mansheej Paul, Cengiz Pehlevan, Christopher Ré, Aditi Raghunathan
2025 J jnl
CoRR
Anat Kleiman, Gintare Karolina Dziugaite, Jonathan Frankle, Sham M. Kakade, Mansheej Paul
2025 A* conf
ICML
Saaketh Narayan, Abhay Gupta, Mansheej Paul, Davis W. Blalock
2025 J jnl
CoRR
Saaketh Narayan, Abhay Gupta, Mansheej Paul, Davis W. Blalock
2024 J jnl
CoRR
Zachary Ankner, Mansheej Paul, Brandon Cui, Jonathan D. Chang, Prithviraj Ammanabrolu
2024 J jnl
CoRR
Cody Blakeney, Mansheej Paul, Brett W. Larsen, Sean Owen, Jonathan Frankle
2024 J jnl
CoRR
Dan Biderman, Jose Javier Gonzalez Ortiz, Jacob P. Portes, Mansheej Paul, Philip Greengard, Connor Jennings, Daniel King, Sam Havens, Vitaliy Chiley, Jonathan Frankle, Cody Blakeney, John P. Cunningham
2024 J jnl
Trans. Mach. Learn. Res.
Dan Biderman, Jacob P. Portes, Jose Javier Gonzalez Ortiz, Mansheej Paul, Philip Greengard, Connor Jennings, Daniel King, Sam Havens, Vitaliy Chiley, Jonathan Frankle, Cody Blakeney, John Patrick Cunningham
2024 J jnl
CoRR
Zachary Ankner, Cody Blakeney, Kartik Sreenivasan, Max Marion, Matthew L. Leavitt, Mansheej Paul
2024 J jnl
CoRR
Tanishq Kumar, Zachary Ankner, Benjamin Spector, Blake Bordelon, Niklas Muennighoff, Mansheej Paul, Cengiz Pehlevan, Christopher Ré, Aditi Raghunathan
2023 A* conf
NeurIPS
Allan Raventós, Mansheej Paul, Feng Chen, Surya Ganguli
2023 J jnl
CoRR
Allan Raventós, Mansheej Paul, Feng Chen, Surya Ganguli
2023 A* conf
ICLR
Mansheej Paul, Feng Chen, Brett W. Larsen, Jonathan Frankle, Surya Ganguli, Gintare Karolina Dziugaite
2022 A* conf
NeurIPS
Mansheej Paul, Brett W. Larsen, Surya Ganguli, Jonathan Frankle, Gintare Karolina Dziugaite
2022 J jnl
CoRR
Mansheej Paul, Brett W. Larsen, Surya Ganguli, Jonathan Frankle, Gintare Karolina Dziugaite
2022 J jnl
CoRR
Mansheej Paul, Feng Chen, Brett W. Larsen, Jonathan Frankle, Surya Ganguli, Gintare Karolina Dziugaite
2021 A* conf
NeurIPS
Mansheej Paul, Surya Ganguli, Gintare Karolina Dziugaite
2021 J jnl
CoRR
Mansheej Paul, Surya Ganguli, Gintare Karolina Dziugaite
2020 A* conf
NeurIPS
Stanislav Fort, Gintare Karolina Dziugaite, Mansheej Paul, Sepideh Kharaghani, Daniel M. Roy, Surya Ganguli
2020 J jnl
CoRR
Stanislav Fort, Gintare Karolina Dziugaite, Mansheej Paul, Sepideh Kharaghani, Daniel M. Roy, Surya Ganguli
tests/unit/test_apk_dataclasses.py
← Index tests/unit/test_apk_dataclasses.py python
"""
Unit tests for APK dataclasses in redb/models/dataclasses.py.
"""
import pytest
from dataclasses import asdict, fields

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


# ============================================================================
# APKFeatures
# ============================================================================

class TestAPKFeaturesDataclass:
    """Tests for APKFeatures dataclass."""

    def test_named_fields(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.example.app",
            app_name="Example App",
            version_code=1,
            version_name="1.0.0",
        )
        assert f.package_name == "com.example.app"
        assert f.app_name == "Example App"
        assert f.version_code == 1
        assert f.version_name == "1.0.0"

    def test_all_fields_default_none_or_safe(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures()
        # Nullable fields default to None
        assert f.package_name is None
        assert f.app_name is None
        assert f.version_code is None
        assert f.version_name is None
        assert f.min_sdk_version is None
        assert f.target_sdk_version is None
        assert f.compile_sdk_version is None
        assert f.main_activity is None
        # Non-nullable fields have safe defaults
        assert f.is_debuggable is False
        assert f.allow_backup is True
        assert f.uses_cleartext_traffic is False
        assert f.supported_abis == []
        assert f.dex_count == 0
        assert f.total_dex_size == 0
        assert f.total_file_count == 0
        assert f.has_native_code is False
        assert f.has_assets is False
        assert f.uses_libraries == []
        assert f.earliest_content_modification is None
        assert f.latest_content_modification is None
        assert f.contains_embedded_apk is False

    def test_all_fields_populated(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.malware.test",
            app_name="Malware",
            version_code=42,
            version_name="6.6.6",
            min_sdk_version=21,
            target_sdk_version=33,
            compile_sdk_version=33,
            main_activity="com.malware.test.MainActivity",
            is_debuggable=True,
            allow_backup=False,
            uses_cleartext_traffic=True,
            supported_abis=["armeabi-v7a", "arm64-v8a", "x86"],
            dex_count=3,
            total_dex_size=5000000,
            total_file_count=200,
            has_native_code=True,
            has_assets=True,
            uses_libraries=["com.google.android.maps"],
            earliest_content_modification="2024-01-01T00:00:00Z",
            latest_content_modification="2024-06-15T12:00:00Z",
            contains_embedded_apk=True,
        )
        assert f.is_debuggable is True
        assert f.dex_count == 3
        assert len(f.supported_abis) == 3
        assert f.contains_embedded_apk is True

    def test_asdict_roundtrip(self):
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.test",
            app_name="Test",
            version_code=1,
            version_name="1.0",
        )
        d = asdict(f)
        assert d["package_name"] == "com.test"
        assert d["is_debuggable"] is False
        assert d["supported_abis"] == []

    def test_partial_extraction(self):
        """Verify that APKFeatures can be created with only some fields populated,
        simulating a partial extraction where some fields failed."""
        from redb.models.dataclasses import APKFeatures

        f = APKFeatures(
            package_name="com.example.app",
            # app_name failed to extract — left as None
            version_code=10,
            # version_name failed to extract — left as None
            is_debuggable=True,
            dex_count=2,
        )
        assert f.package_name == "com.example.app"
        assert f.app_name is None
        assert f.version_code == 10
        assert f.version_name is None
        assert f.is_debuggable is True
        assert f.dex_count == 2


# ============================================================================
# APKManifestComponent
# ============================================================================

class TestAPKManifestComponentDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKManifestComponent

        c = APKManifestComponent(
            component_type="activity",
            class_name="com.example.MainActivity",
            is_exported=True,
            intent_actions=["android.intent.action.MAIN"],
            intent_categories=["android.intent.category.LAUNCHER"],
        )
        assert c.component_type == "activity"
        assert c.class_name == "com.example.MainActivity"
        assert c.is_exported is True
        assert len(c.intent_actions) == 1
        assert len(c.intent_categories) == 1

    def test_defaults(self):
        from redb.models.dataclasses import APKManifestComponent

        c = APKManifestComponent(
            component_type="service",
            class_name="com.example.MyService",
            is_exported=False,
        )
        assert c.intent_actions == []
        assert c.intent_categories == []


# ============================================================================
# APKManifest
# ============================================================================

class TestAPKManifestDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKManifest

        m = APKManifest(
            activity_count=5,
            service_count=2,
            receiver_count=3,
            provider_count=1,
        )
        assert m.activity_count == 5
        assert m.service_count == 2
        assert m.receiver_count == 3
        assert m.provider_count == 1

    def test_optional_list_defaults(self):
        from redb.models.dataclasses import APKManifest

        m = APKManifest(
            activity_count=0,
            service_count=0,
            receiver_count=0,
            provider_count=0,
        )
        assert m.activities == []
        assert m.services == []
        assert m.receivers == []
        assert m.providers == []
        assert m.exported_components == []
        assert m.intent_filters_by_action == []
        assert m.intent_filters_by_category == []
        assert m.uses_features == []
        assert m.meta_data is None
        assert m.manifest_xml is None

    def test_fully_populated(self):
        from redb.models.dataclasses import APKManifest

        m = APKManifest(
            activity_count=2,
            service_count=1,
            receiver_count=1,
            provider_count=0,
            activities=["MainActivity", "SettingsActivity"],
            services=["SyncService"],
            receivers=["BootReceiver"],
            providers=[],
            exported_components=["MainActivity", "BootReceiver"],
            intent_filters_by_action=["android.intent.action.MAIN"],
            uses_features=["android.hardware.camera"],
            manifest_xml="<manifest>...</manifest>",
        )
        assert len(m.activities) == 2
        assert len(m.exported_components) == 2
        assert m.manifest_xml is not None


# ============================================================================
# APKPermission / APKPermissions
# ============================================================================

class TestAPKPermissionDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKPermission

        p = APKPermission(
            permission_name="android.permission.CAMERA",
            protection_level="dangerous",
        )
        assert p.permission_name == "android.permission.CAMERA"
        assert p.protection_level == "dangerous"
        assert p.is_custom is False

    def test_custom_permission(self):
        from redb.models.dataclasses import APKPermission

        p = APKPermission(
            permission_name="com.example.CUSTOM_PERM",
            protection_level="signature",
            is_custom=True,
        )
        assert p.is_custom is True


class TestAPKPermissionsDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKPermissions

        p = APKPermissions(
            total_permission_count=10,
            dangerous_permission_count=3,
        )
        assert p.total_permission_count == 10
        assert p.dangerous_permission_count == 3

    def test_defaults(self):
        from redb.models.dataclasses import APKPermissions

        p = APKPermissions(
            total_permission_count=0,
            dangerous_permission_count=0,
        )
        assert p.permissions == []
        assert p.dangerous_permissions == []
        assert p.custom_permissions == []
        assert p.permission_details == []
        assert p.permhash is None

    def test_with_permission_details(self):
        from redb.models.dataclasses import APKPermission, APKPermissions

        details = [
            APKPermission("android.permission.INTERNET", "normal"),
            APKPermission("android.permission.CAMERA", "dangerous"),
        ]
        p = APKPermissions(
            total_permission_count=2,
            dangerous_permission_count=1,
            permissions=["android.permission.INTERNET", "android.permission.CAMERA"],
            dangerous_permissions=["android.permission.CAMERA"],
            permission_details=details,
            permhash="abc123def456",
        )
        assert len(p.permission_details) == 2
        assert p.permhash == "abc123def456"


# ============================================================================
# APKCertificate / APKCodeSigningInfo
# ============================================================================

class TestAPKCertificateDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKCertificate

        c = APKCertificate(
            subject="CN=Android Debug",
            issuer="CN=Android Debug",
            serial_number="1234567890",
            valid_from="2024-01-01",
            valid_to="2054-01-01",
            thumbprint_sha1="aabbccdd" * 5,
            thumbprint_sha256="aabbccdd" * 8,
        )
        assert c.subject == "CN=Android Debug"
        assert c.issuer == "CN=Android Debug"
        assert c.is_self_signed is False

    def test_optional_fields(self):
        from redb.models.dataclasses import APKCertificate

        c = APKCertificate(
            subject="CN=Test",
            issuer="CN=CA",
            serial_number="1",
            valid_from="2024-01-01",
            valid_to="2025-01-01",
            thumbprint_sha1="aa" * 20,
            thumbprint_sha256="bb" * 32,
            algorithm="SHA256withRSA",
            key_size=2048,
            is_self_signed=True,
        )
        assert c.algorithm == "SHA256withRSA"
        assert c.key_size == 2048
        assert c.is_self_signed is True


class TestAPKCodeSigningInfoDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKCodeSigningInfo

        info = APKCodeSigningInfo(
            _id="abcdef1234567890" * 4,
            is_signed=True,
        )
        assert info.is_signed is True
        assert info.signature_scheme_versions == []
        assert info.number_of_certificates == 0
        assert info.x509_certificates is None
        assert info.apk_signer_subject is None
        assert info.apk_signer_issuer is None

    def test_fully_populated(self):
        from redb.models.dataclasses import APKCertificate, APKCodeSigningInfo

        cert = APKCertificate(
            subject="CN=Test",
            issuer="CN=Test",
            serial_number="1",
            valid_from="2024-01-01",
            valid_to="2025-01-01",
            thumbprint_sha1="aa" * 20,
            thumbprint_sha256="bb" * 32,
        )
        info = APKCodeSigningInfo(
            _id="cc" * 32,
            is_signed=True,
            signature_scheme_versions=[1, 2, 3],
            number_of_certificates=1,
            x509_certificates=[cert],
            apk_signer_subject="CN=Test",
            apk_signer_issuer="CN=Test",
        )
        assert len(info.signature_scheme_versions) == 3
        assert info.number_of_certificates == 1
        assert len(info.x509_certificates) == 1


# ============================================================================
# APKDexFile
# ============================================================================

class TestAPKDexFileDataclass:

    def test_required_fields(self):
        from redb.models.dataclasses import APKDexFile

        d = APKDexFile(
            filename="classes.dex",
            sha256="aa" * 32,
            class_count=100,
            method_count=500,
            string_count=1000,
        )
        assert d.filename == "classes.dex"
        assert d.class_count == 100
        assert d.method_count == 500
        assert d.string_count == 1000

    def test_optional_fields_defaults(self):
        from redb.models.dataclasses import APKDexFile

        d = APKDexFile(
            filename="classes2.dex",
            sha256="bb" * 32,
            class_count=0,
            method_count=0,
            string_count=0,
        )
        assert d.tlsh is None
        assert d.top_packages is None
        assert d.api_usage is None
        assert d.obfuscation_indicators is None

    def test_tlsh_populated(self):
        from redb.models.dataclasses import APKDexFile

        tlsh_value = "T1" + "A" * 68
        d = APKDexFile(
            filename="classes.dex",
            sha256="aa" * 32,
            class_count=100,
            method_count=500,
            string_count=1000,
            tlsh=tlsh_value,
        )
        assert d.tlsh == tlsh_value

    def test_with_api_usage(self):
        from redb.models.dataclasses import APKDexFile

        d = APKDexFile(
            filename="classes.dex",
            sha256="cc" * 32,
            class_count=50,
            method_count=200,
            string_count=300,
            top_packages=[{"name": "com.example", "class_count": 30}],
            api_usage={
                "crypto": ["Ljavax/crypto/Cipher;->getInstance"],
                "reflection": ["Ljava/lang/Class;->forName"],
            },
            obfuscation_indicators={"short_class_names_ratio": 0.8, "single_char_methods_ratio": 0.5},
        )
        assert len(d.api_usage) == 2
        assert d.obfuscation_indicators["short_class_names_ratio"] == 0.8


# ============================================================================
# APKResource
# ============================================================================

class TestAPKResourceDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKResource

        r = APKResource(
            path="res/drawable/icon.png",
            size=1024,
            sha256="dd" * 32,
            filetype_magika="png",
        )
        assert r.path == "res/drawable/icon.png"
        assert r.size == 1024
        assert r.is_suspicious is False

    def test_suspicious_resource(self):
        from redb.models.dataclasses import APKResource

        r = APKResource(
            path="assets/payload.dex",
            size=50000,
            sha256="ee" * 32,
            filetype_magika="dex",
            is_suspicious=True,
        )
        assert r.is_suspicious is True


# ============================================================================
# APKNativeLib
# ============================================================================

class TestAPKNativeLibDataclass:

    def test_creation(self):
        from redb.models.dataclasses import APKNativeLib

        lib = APKNativeLib(
            abi="arm64-v8a",
            filename="libnative.so",
            size=200000,
            sha256="ff" * 32,
        )
        assert lib.abi == "arm64-v8a"
        assert lib.filename == "libnative.so"
        assert lib.is_known_packer is False

    def test_known_packer(self):
        from redb.models.dataclasses import APKNativeLib

        lib = APKNativeLib(
            abi="armeabi-v7a",
            filename="libjiagu.so",
            size=100000,
            sha256="aa" * 32,
            is_known_packer=True,
        )
        assert lib.is_known_packer is True


# ============================================================================
# APKInconsistencyTests
# ============================================================================

class TestAPKInconsistencyTestsDataclass:

    def test_all_defaults_none(self):
        from redb.models.dataclasses import APKInconsistencyTests

        t = APKInconsistencyTests()
        assert t.test_zip_bomb is None
        assert t.test_zip_duplicate_entries is None
        assert t.test_zip_path_traversal is None
        assert t.test_zip_suspicious_timestamps is None
        assert t.test_hidden_dex_files is None
        assert t.test_manifest_component_mismatch is None
        assert t.test_debuggable_release is None
        assert t.test_emulator_detection_strings is None
        assert t.test_debugger_detection is None
        assert t.test_root_detection is None

    def test_all_fields_populated(self):
        from redb.models.dataclasses import APKInconsistencyTests

        t = APKInconsistencyTests(
            test_zip_bomb=True,
            test_zip_duplicate_entries=False,
            test_zip_path_traversal=True,
            test_zip_suspicious_timestamps=False,
            test_hidden_dex_files=True,
            test_manifest_component_mismatch=False,
            test_debuggable_release=True,
            test_emulator_detection_strings=True,
            test_debugger_detection=False,
            test_root_detection=True,
        )
        assert t.test_zip_bomb is True
        assert t.test_debuggable_release is True
        # Count true values
        d = asdict(t)
        true_count = sum(1 for v in d.values() if v is True)
        assert true_count == 6

    def test_field_count(self):
        from redb.models.dataclasses import APKInconsistencyTests

        # Exactly 10 inconsistency tests per PDD specification
        assert len(fields(APKInconsistencyTests)) == 10


# ============================================================================
# Hashes dataclass — APK permhash field
# ============================================================================

class TestHashesAPKField:

    def test_permhash_default_none(self):
        from redb.models.dataclasses import Hashes

        h = Hashes(md5="a", sha1="b", sha256="c", ssdeep_hash="d", tlsh_hash="e")
        assert h.permhash is None

    def test_permhash_populated(self):
        from redb.models.dataclasses import Hashes

        h = Hashes(
            md5="a", sha1="b", sha256="c", ssdeep_hash="d", tlsh_hash="e",
            permhash="abc123" * 10 + "abcd",
        )
        assert h.permhash is not None
        assert len(h.permhash) == 64


# ============================================================================
# Tag enum — APK entries
# ============================================================================

class TestAPKTagEnum:

    def test_all_apk_tags_exist(self):
        from redb.extractors.enum import Tag

        expected_tags = [
            "APK_FEATURES", "APK_MANIFEST", "APK_PERMISSIONS", "APK_SIGNATURE",
            "APK_DEX", "APK_RESOURCES", "APK_NATIVE_LIBS", "APK_INCONSISTENCY_TESTS",
        ]
        for name in expected_tags:
            assert hasattr(Tag, name), f"Tag.{name} missing"

    def test_apk_tag_values(self):
        from redb.extractors.enum import Tag

        assert Tag.APK_FEATURES.value == "apk_features"
        assert Tag.APK_MANIFEST.value == "apk_manifest"
        assert Tag.APK_PERMISSIONS.value == "apk_permissions"
        assert Tag.APK_SIGNATURE.value == "apk_signature"
        assert Tag.APK_DEX.value == "apk_dex"
        assert Tag.APK_RESOURCES.value == "apk_resources"
        assert Tag.APK_NATIVE_LIBS.value == "apk_native_libs"
        assert Tag.APK_INCONSISTENCY_TESTS.value == "apk_inconsistency_tests"