Ioanna Miliou

35 papers A* 1B 10Journal 14Unranked 5
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Pranav Raikote, Korbinian Randl, Ioanna Miliou, Athanasios Lakes, Panagiotis Papapetrou
2026 J jnl
CoRR
Franco Rugolon, Korbinian Randl, Braslav Jovanovic, Ioanna Miliou, Panagiotis Papapetrou
2025 B ed.
IDA
Georg Krempl, Kai Puolamäki, Ioanna Miliou
2025 conf
ICDM (Workshops)
Lena Mondrejevski, Ioanna Miliou, Annaclaudia Montanino, Claudius Diez, Panagiotis Papapetrou
2024 ed.
IDA (1)
Ioanna Miliou, Nico Piatkowski, Panagiotis Papapetrou
2024 ed.
IDA (2)
Ioanna Miliou, Nico Piatkowski, Panagiotis Papapetrou
2024 B conf
CBMS
Zhendong Wang, Isak Samsten, Ioanna Miliou, Panagiotis Papapetrou
2024 J jnl
Mach. Learn.
Zhendong Wang, Isak Samsten, Ioanna Miliou, Rami Mochaourab, Panagiotis Papapetrou
2024 J jnl
Mach. Learn.
Alejandro Kuratomi, Ioanna Miliou, Zed Lee, Tony Lindgren, Panagiotis Papapetrou
2024 J jnl
Artif. Intell. Medicine
Maria Bampa, Ioanna Miliou, Braslav Jovanovic, Panagiotis Papapetrou
2024 B conf
CBMS
Lena Mondrejevski, Franco Rugolon, Ioanna Miliou, Panagiotis Papapetrou
2024 ed.
ECML/PKDD (9)
Albert Bifet, Tomas Krilavicius, Ioanna Miliou, Slawomir Nowaczyk
2024 ed.
ECML/PKDD (10)
Albert Bifet, Tomas Krilavicius, Ioanna Miliou, Slawomir Nowaczyk
2024 conf
HAII5.0@ECAI
Monireh Kargar, Zahra Kharazian, Ioanna Miliou, Tony Lindgren
2023 A* conf
ICDM
Zhendong Wang, Ioanna Miliou, Isak Samsten, Panagiotis Papapetrou
2023 J jnl
CoRR
Zhendong Wang, Ioanna Miliou, Isak Samsten, Panagiotis Papapetrou
2023 B conf
CBMS
Korbinian Randl, Núria Lladós Armengol, Lena Mondrejevski, Ioanna Miliou
2023 B conf
DSAA
Alejandro Kuratomi, Zed Lee, Ioanna Miliou, Tony Lindgren, Panagiotis Papapetrou
2023 conf
PKDD/ECML Workshops (4)
Lena Mondrejevski, Daniel Azzopardi, Ioanna Miliou
2022 J jnl
CoRR
Korbinian Randl, Núria Lladós Armengol, Lena Mondrejevski, Ioanna Miliou
2022 B conf
CBMS
Lena Mondrejevski, Ioanna Miliou, Annaclaudia Montanino, David Pitts, Jaakko Hollmén, Panagiotis Papapetrou
2022 J jnl
CoRR
Lena Mondrejevski, Ioanna Miliou, Annaclaudia Montanino, David Pitts, Jaakko Hollmén, Panagiotis Papapetrou
2022 B conf
IDA
Stefany Guarnizo, Ioanna Miliou, Panagiotis Papapetrou
2022 B conf
DS
Alejandro Kuratomi, Ioanna Miliou, Zed Lee, Tony Lindgren, Panagiotis Papapetrou
2022 conf
PKDD/ECML Workshops (2)
Linyi Zhou, Ioanna Miliou
2022 J jnl
EPJ Data Sci.
Vasiliki Voukelatou, Ioanna Miliou, Fosca Giannotti, Luca Pappalardo
2021 J jnl
Int. J. Data Sci. Anal.
Vasiliki Voukelatou, Lorenzo Gabrielli, Ioanna Miliou, Stefano Cresci, Rajesh Sharma, Maurizio Tesconi, Luca Pappalardo
2021 J jnl
PLoS Comput. Biol.
Ioanna Miliou, Xinyue Xiong, Salvatore Rinzivillo, Qian Zhang, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi, Alessandro Vespignani
2021 B conf
DS
Ioanna Miliou, John Pavlopoulos, Panagiotis Papapetrou
2021 J jnl
CoRR
Vasiliki Voukelatou, Ioanna Miliou, Fosca Giannotti, Luca Pappalardo
2020 B conf
DSAA
Vasiliki Voukelatou, Luca Pappalardo, Ioanna Miliou, Lorenzo Gabrielli, Fosca Giannotti
2020 J jnl
CoRR
Ioanna Miliou, Xinyue Xiong, Salvatore Rinzivillo, Qian Zhang, Giulio Rossetti, Fosca Giannotti, Dino Pedreschi, Alessandro Vespignani
2018
Ioanna Miliou
2016 J jnl
Soc. Netw. Anal. Min.
Giulio Rossetti, Riccardo Guidotti, Ioanna Miliou, Dino Pedreschi, Fosca Giannotti
2014 conf
DEXA (1)
Ioanna Miliou, Akrivi Vlachou
redb/extractors/apk_extractors/apk_signature.py
← Index redb/extractors/apk_extractors/apk_signature.py python
import hashlib
import inspect
from datetime import datetime, timezone
from typing import Any, Optional, Tuple

from redb.extractors.enum import Tag
from redb.extractors.apk_extractor import APKExtractor
from redb.models.dataclasses import APKCertificate, APKCodeSigningInfo


# OID to RFC 4514 short name mapping
_OID_SHORT_NAMES = {
    '2.5.4.3': 'CN', '2.5.4.6': 'C', '2.5.4.7': 'L', '2.5.4.8': 'ST',
    '2.5.4.10': 'O', '2.5.4.11': 'OU', '1.2.840.113549.1.9.1': 'E',
    '2.5.4.5': 'SERIALNUMBER', '2.5.4.12': 'T', '2.5.4.42': 'GN',
    '2.5.4.4': 'SN', '2.5.4.9': 'STREET', '2.5.4.17': 'POSTALCODE',
}


def _asn1_name_to_rfc4514(name):
    """Convert an asn1crypto x509.Name to RFC 4514 string (CN=..., O=...)."""
    parts = []
    for rdn in name.chosen:
        for attr in rdn:
            oid = attr['type'].dotted
            val = attr['value'].native
            short = _OID_SHORT_NAMES.get(oid, oid)
            parts.append(f'{short}={val}')
    return ', '.join(parts)


class APKSignatureExtractor(APKExtractor):

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False,
        apk=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, apk,
        )
        self.signing_info = None
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.APK_SIGNATURE.value

    def _detect_signature_schemes(self):
        """Detect which APK signature schemes are present."""
        schemes = []
        try:
            if self.apk.is_signed_v1():
                schemes.append(1)
        except Exception:
            pass
        try:
            if self.apk.is_signed_v2():
                schemes.append(2)
        except Exception:
            pass
        try:
            if self.apk.is_signed_v3():
                schemes.append(3)
        except Exception:
            pass
        return schemes

    def _extract_certificate_info(self, cert, source_scheme=None):
        """Extract certificate details from an androguard certificate object."""
        try:
            # Subject and Issuer — asn1crypto doesn't have rfc4514_string, convert manually
            subject = _asn1_name_to_rfc4514(cert.subject)
            issuer = _asn1_name_to_rfc4514(cert.issuer)

            # Serial number
            serial = str(cert.serial_number)

            # Validity
            valid_from = cert.not_valid_before
            valid_to = cert.not_valid_after
            if isinstance(valid_from, datetime):
                valid_from = valid_from.strftime("%Y-%m-%d %H:%M:%S")
            else:
                valid_from = str(valid_from)
            if isinstance(valid_to, datetime):
                valid_to = valid_to.strftime("%Y-%m-%d %H:%M:%S")
            else:
                valid_to = str(valid_to)

            # Thumbprints
            cert_der = cert.dump()
            thumbprint_sha1 = hashlib.sha1(cert_der).hexdigest()
            thumbprint_sha256 = hashlib.sha256(cert_der).hexdigest()

            # Algorithm
            algorithm = None
            try:
                algorithm = cert.hash_algo
            except Exception:
                try:
                    algorithm = cert.signature_algo
                except Exception:
                    pass

            # Key size
            key_size = None
            try:
                pub_key = cert.public_key
                if hasattr(pub_key, 'bit_size'):
                    key_size = pub_key.bit_size
                elif hasattr(pub_key, 'key_size'):
                    key_size = pub_key.key_size
            except Exception:
                pass

            # Self-signed check
            is_self_signed = cert.subject == cert.issuer

            return APKCertificate(
                subject=subject,
                issuer=issuer,
                serial_number=serial,
                valid_from=valid_from,
                valid_to=valid_to,
                thumbprint_sha1=thumbprint_sha1,
                thumbprint_sha256=thumbprint_sha256,
                algorithm=algorithm,
                key_size=key_size,
                is_self_signed=is_self_signed,
                certificate_source_scheme=source_scheme,
            )
        except Exception as e:
            self.log.error(f"Error extracting certificate info: {e}")
            return None

    def _get_signer_certificate(self, schemes) -> Tuple[Optional[APKCertificate], Optional[str]]:
        """Identify the actual signer certificate using V3>V2>V1 priority.

        V2/V3: certificates[0] is the signer per spec.
        V1: androguard's get_certificate() does SignerInfo matching internally.

        Returns (signer_cert_info, source_scheme) or (None, None).
        """
        # V3 takes priority (Android 9+)
        if 3 in schemes:
            try:
                certs = self.apk.get_certificates_v3()
                if certs:
                    cert_info = self._extract_certificate_info(certs[0], source_scheme='v3')
                    if cert_info:
                        return cert_info, 'v3'
            except Exception as e:
                self.log.debug(f"V3 signer extraction failed: {e}")

        # V2 next (Android 7.0+)
        if 2 in schemes:
            try:
                certs = self.apk.get_certificates_v2()
                if certs:
                    cert_info = self._extract_certificate_info(certs[0], source_scheme='v2')
                    if cert_info:
                        return cert_info, 'v2'
            except Exception as e:
                self.log.debug(f"V2 signer extraction failed: {e}")

        # V1 fallback — androguard does SignerInfo.issuerAndSerialNumber matching
        if 1 in schemes:
            try:
                names = self.apk.get_signature_names()
                if names:
                    cert = self.apk.get_certificate(names[0])
                    if cert:
                        cert_info = self._extract_certificate_info(cert, source_scheme='v1')
                        if cert_info:
                            return cert_info, 'v1'
            except Exception as e:
                self.log.debug(f"V1 signer extraction failed: {e}")

        return None, None

    def _extract_all_certificates(self, schemes):
        """Extract all certificates with their source scheme tracked.

        Uses scheme-specific methods to preserve source information,
        deduplicating by thumbprint_sha1 and merging source schemes.
        """
        # cert thumbprint -> (APKCertificate, set of source schemes)
        seen = {}

        for scheme_num, method_name in [
            (3, 'get_certificates_v3'),
            (2, 'get_certificates_v2'),
            (1, 'get_certificates_v1'),
        ]:
            if scheme_num not in schemes:
                continue
            try:
                method = getattr(self.apk, method_name, None)
                if method is None:
                    continue
                certs = method()
                if not certs:
                    continue
                for cert in certs:
                    cert_info = self._extract_certificate_info(cert, source_scheme=f'v{scheme_num}')
                    if cert_info:
                        key = cert_info.thumbprint_sha1
                        if key in seen:
                            # Merge source schemes
                            existing_cert, existing_schemes = seen[key]
                            existing_schemes.add(f'v{scheme_num}')
                        else:
                            seen[key] = (cert_info, {f'v{scheme_num}'})
            except Exception as e:
                self.log.warning(f"Error extracting v{scheme_num} certificates: {e}")

        # Build final list with merged source schemes
        result = []
        for cert_info, source_schemes in seen.values():
            cert_info.certificate_source_scheme = ','.join(sorted(source_schemes))
            result.append(cert_info)

        return result

    def extract(self):
        if not self._is_valid_apk():
            self.log.error(f"Invalid APK for {self.hash.sha256}")
            return None

        schemes = self._detect_signature_schemes()
        is_signed = len(schemes) > 0

        # Extract all certificates with source scheme tracking
        certificates = self._extract_all_certificates(schemes)

        # Identify the actual signer using V3>V2>V1 priority
        signer_cert, signer_scheme = self._get_signer_certificate(schemes)

        apk_signer_subject = signer_cert.subject if signer_cert else None
        apk_signer_issuer = signer_cert.issuer if signer_cert else None

        self.signing_info = APKCodeSigningInfo(
            _id=self.sha256,
            is_signed=is_signed,
            signature_scheme_versions=schemes,
            number_of_certificates=len(certificates),
            x509_certificates=certificates if certificates else None,
            apk_signer_subject=apk_signer_subject,
            apk_signer_issuer=apk_signer_issuer,
        )
        return self.signing_info

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ClickHouseExporter":
            if not self.signing_info:
                return None

            current_time = datetime.now(timezone.utc)
            sig = self.signing_info

            # Signature summary table
            signature_data = [[
                self.sha256,
                int(sig.is_signed),
                sig.signature_scheme_versions,
                sig.number_of_certificates,
                sig.apk_signer_subject,
                sig.apk_signer_issuer,
                current_time,
            ]]

            # Certificates table (one row per certificate)
            certificates_data = []
            if sig.x509_certificates:
                for cert in sig.x509_certificates:
                    certificates_data.append([
                        self.sha256,
                        cert.subject,
                        cert.issuer,
                        cert.serial_number,
                        datetime.strptime(cert.valid_from, "%Y-%m-%d %H:%M:%S") if cert.valid_from else None,
                        datetime.strptime(cert.valid_to, "%Y-%m-%d %H:%M:%S") if cert.valid_to else None,
                        cert.thumbprint_sha1,
                        cert.algorithm,
                        cert.key_size,
                        int(cert.is_self_signed),
                        cert.certificate_source_scheme,
                        current_time,
                    ])

            return {
                'multi_table': True,
                'signature': {
                    'table': 'redb_apk_signature',
                    'data': signature_data,
                    'column_names': [
                        'sha256',
                        'is_signed', 'signature_scheme_versions',
                        'number_of_certificates',
                        'apk_signer_subject', 'apk_signer_issuer',
                        'analysis_date',
                    ],
                    'column_type_names': [
                        'FixedString(64)',
                        'UInt8', 'Array(UInt8)',
                        'UInt8',
                        'Nullable(String)', 'Nullable(String)',
                        "DateTime64(3, 'UTC')",
                    ],
                },
                'certificates': {
                    'table': 'redb_apk_certificates',
                    'data': certificates_data,
                    'column_names': [
                        'sha256', 'certificate_subject', 'certificate_issuer',
                        'certificate_serial_number',
                        'certificate_valid_from', 'certificate_valid_to',
                        'certificate_thumbprint',
                        'certificate_algorithm', 'key_size', 'is_self_signed',
                        'certificate_source_scheme',
                        'analysis_date',
                    ],
                    'column_type_names': [
                        'FixedString(64)', 'String', 'String', 'String',
                        "DateTime64(3, 'UTC')", "DateTime64(3, 'UTC')",
                        'FixedString(40)',
                        'LowCardinality(String)', 'Nullable(UInt16)', 'UInt8',
                        'LowCardinality(String)',
                        "DateTime64(3, 'UTC')",
                    ],
                },
            }

    def get_clickhouse_table(self) -> str:
        return "redb_apk_signature"