Carlo Metta

30 papers A 2B 1C 2Journal 17Unranked 8
YearRankTypeTitle / Venue / Authors
2026 J jnl
Mach. Learn.
Claudio Giovannoni, Carlo Metta, Andrea Berti, Sara Colantonio, Anna Monreale, Francesca Pratesi, Salvatore Rinzivillo
2025 J jnl
Mach. Learn.
Flora Angileri, Giulia Lombardi, Andrea Fois, Renato Faraone, Carlo Metta, Michele Salvi, Luigi Amedeo Bianchi, Marco Fantozzi, Silvia Giulia Galfrè, Daniele Pavesi, Maurizio Parton, Francesco Morandin
2025 J jnl
CoRR
Fabio Michele Russo, Carlo Metta, Anna Monreale, Salvatore Rinzivillo, Fabio Pinelli
2025 J jnl
Mach. Learn.
Antonio Di Cecco, Andrea Papini, Carlo Metta, Marco Fantozzi, Silvia Giulia Galfrè, Francesco Morandin, Maurizio Parton
2025 J jnl
Int. J. Data Sci. Anal.
Carlo Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo, Fosca Giannotti
2025 J jnl
Adv. Data Anal. Classif.
Carlo Metta, Marco Fantozzi, Andrea Papini, Gianluca Amato, Matteo Bergamaschi, Andrea Fois, Silvia Giulia Galfrè, Alessandro Marchetti, Michelangelo Vegliò, Maurizio Parton, Francesco Morandin
2025 conf
IUI Workshops
Carlo Metta, Eleonora Cappuccio, Salvatore Rinzivillo
2024 conf
DS (1)
Flora Angileri, Giulia Lombardi, Andrea Fois, Renato Faraone, Carlo Metta, Michele Salvi, Luigi Amedeo Bianchi, Marco Fantozzi, Silvia Giulia Galfrè, Daniele Pavesi, Maurizio Parton, Francesco Morandin
2024 J jnl
CoRR
Flora Angileri, Giulia Lombardi, Andrea Fois, Renato Faraone, Carlo Metta, Michele Salvi, Luigi Amedeo Bianchi, Marco Fantozzi, Silvia Giulia Galfrè, Daniele Pavesi, Maurizio Parton, Francesco Morandin
2024 J jnl
CoRR
Carlo Metta, Marco Gregnanin, Andrea Papini, Silvia Giulia Galfrè, Andrea Fois, Francesco Morandin, Marco Fantozzi, Maurizio Parton
2024 conf
DS (2)
Fabio Michele Russo, Carlo Metta, Anna Monreale, Salvatore Rinzivillo, Fabio Pinelli
2024 conf
IDA (1)
Antonio Di Cecco, Carlo Metta, Marco Fantozzi, Francesco Morandin, Maurizio Parton
2024 A conf
WACV
Carlo Metta, Marco Fantozzi, Andrea Papini, Gianluca Amato, Matteo Bergamaschi, Silvia Giulia Galfrè, Alessandro Marchetti, Michelangelo Vegliò, Maurizio Parton, Francesco Morandin
2024 conf
IDA (2)
Maurizio Parton, Andrea Fois, Michelangelo Vegliò, Carlo Metta, Marco Gregnanin
2024 conf
DS (1)
Antonio Di Cecco, Andrea Papini, Carlo Metta, Marco Fantozzi, Silvia Giulia Galfrè, Francesco Morandin, Maurizio Parton
2024 J jnl
CoRR
Mahmoud Rahat, Peyman Sheikholharam Mashhadi, Slawomir Nowaczyk, Shamik Choudhury, Leo Petrin, Thorsteinn S. Rögnvaldsson, Andreas Voskou, Carlo Metta, Claudio Savelli
2024 conf
HHAI Workshops
Gizem Gezici, Carlo Metta, Andrea Beretta, Roberto Pellungrini, Salvatore Rinzivillo, Dino Pedreschi, Fosca Giannotti
2023 J jnl
CoRR
Carlo Metta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo
2023 J jnl
CoRR
Antonio Di Cecco, Carlo Metta, Marco Fantozzi, Francesco Morandin, Maurizio Parton
2023 J jnl
CoRR
Carlo Metta, Marco Fantozzi, Andrea Papini, Gianluca Amato, Matteo Bergamaschi, Silvia Giulia Galfrè, Alessandro Marchetti, Michelangelo Vegliò, Maurizio Parton, Francesco Morandin
2022 J jnl
CoRR
Maurizio Parton, Marco Angelone, Carlo Metta, Stefania D'Ovidio, Roberta Massarelli, Luca Moscardelli, Gianluca Amato
2022 conf
HHAI
Carlo Metta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo
2022 J jnl
CoRR
Luca Pasqualini, Maurizio Parton, Francesco Morandin, Gianluca Amato, Rosa Gini, Carlo Metta
2022 C conf
ICMLA
Luca Pasqualini, Maurizio Parton, Francesco Morandin, Gianluca Amato, Rosa Gini, Carlo Metta, Marco Fantozzi, Alessandro Marchetti
2021 C conf
ISCC
Carlo Metta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo
2021 J jnl
CoRR
Carlo Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo, Fosca Giannotti
2020 A conf
ECAI
Francesco Morandin, Gianluca Amato, Marco Fantozzi, Rosa Gini, Carlo Metta, Maurizio Parton
2019 B conf
IJCNN
Francesco Morandin, Gianluca Amato, Rosa Gini, Carlo Metta, Maurizio Parton, Gian-Carlo Pascutto
2019 J jnl
CoRR
Francesco Morandin, Gianluca Amato, Marco Fantozzi, Rosa Gini, Carlo Metta, Maurizio Parton
2018 J jnl
CoRR
Francesco Morandin, Gianluca Amato, Rosa Gini, Carlo Metta, Maurizio Parton, Gian-Carlo Pascutto
redb/extractors/pe_extractors/pe_signature_old.py
← Index redb/extractors/pe_extractors/pe_signature_old.py python
import inspect
import pefile

from hashlib import md5, sha1, sha256

from asn1crypto import cms, pem, x509, core

from redb.extractors.enum import Tag
from redb.extractors.pe_extractor import PEExtractor
from redb.models.dataclasses import PECertificate, PESigner


class PESignatureExtractor(PEExtractor):
    """
    RFC 3161 - Internet X.509 Public Key Infrastructure Time-Stamp Protocol (TSP)
    Section 2.4.2 defines the TSTInfo structure.
    https://tools.ietf.org/html/rfc3161#section-2.4.2

    Microsoft Authenticode Time Stamping Specification
    https://download.microsoft.com/download/9/c/5/9c5b2167-8017-4bae-9fde-d599bac8184a/Authenticode_PE.docx
    """

    def __init__(
        self,
        filepath,
        log,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_signature"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    @staticmethod
    def _extract_certificate_info(cert_data):
        # self.log.debug(inspect.currentframe().f_code.co_name)

        certificate = x509.Certificate.load(cert_data)
        certificate_serial_number = format(certificate.serial_number, "x").upper()
        grouped_serial_number = ":".join(
            [
                certificate_serial_number[i : i + 2]
                for i in range(0, len(certificate_serial_number), 2)
            ]
        )
        return PECertificate(
            _id=format(certificate.serial_number, "x").upper(),
            certificate_serial_number=grouped_serial_number,
            certificate_issuer=certificate.issuer.human_friendly,
            certificate_subject=certificate.subject.human_friendly,
            certificate_valid_from=certificate["tbs_certificate"]["validity"][
                "not_before"
            ].native.strftime("%Y-%m-%d %H:%M:%S"),
            certificate_valid_to=certificate["tbs_certificate"]["validity"][
                "not_after"
            ].native.strftime("%Y-%m-%d %H:%M:%S"),
            certificate_thumbprint=sha1(cert_data).hexdigest().upper(),
            certificate_md5=md5(cert_data).hexdigest().upper(),
            certificate_sha256=sha256(cert_data).hexdigest().upper(),
        )

    @staticmethod
    def _parse_microsoft_time_stamp(ts_token):
        class TSTInfo(core.Sequence):
            _fields = [
                ("version", core.Integer),
                ("policy_id", core.ObjectIdentifier),
                ("message_imprint", core.Sequence),
                ("serial_number", core.Integer),
                ("gen_time", core.GeneralizedTime),
                ("accuracy", core.Sequence, {"optional": True}),
                ("ordering", core.Boolean, {"optional": True}),
                ("nonce", core.Integer, {"optional": True}),
                ("tsa", core.Sequence, {"optional": True}),
                ("extensions", core.Sequence, {"optional": True}),
            ]

        # The content should be SignedData
        signed_data = ts_token["content"]

        # The actual timestamp should be in the encapContentInfo
        encap_content_info = signed_data["encap_content_info"]
        tst_info = TSTInfo.load(encap_content_info["content"])

        # Extract the genTime field from TSTInfo, type(genTime): <class 'datetime.datetime'>
        gen_time = tst_info["gen_time"].native

        return gen_time

    def _extract_signer_info(self, signer):
        self.log.debug(inspect.currentframe().f_code.co_name)
        signing_time = None

        for attr_set in [signer["signed_attrs"], signer["unsigned_attrs"]]:
            if attr_set:
                for attribute in attr_set:
                    attr_type = attribute["type"].dotted
                    if attr_type == "1.2.840.113549.1.9.5":  # signingTime
                        signing_time = attribute["values"][0].native
                        break
                    elif (
                        attr_type == "1.3.6.1.4.1.311.3.2.1"
                        or attr_type == "1.3.6.1.4.1.311.3.3.1"
                    ):  # microsoft_time_stamp_token
                        try:
                            ts_token = attribute["values"][0].native
                            signing_time = self._parse_microsoft_time_stamp(ts_token)
                            self.log.debug(
                                f"Signing Time from Microsoft Time Stamp Token: {signing_time}"
                            )
                        except Exception as e:
                            self.log.error(
                                f"Error parsing Microsoft Time Stamp Token: {e}"
                            )
                            self.log.error("Token structure:", attribute["values"][0])
                    elif attr_type == "1.2.840.113549.1.9.6":  # counterSignature
                        counter_sig_values = attribute["values"]
                        for counter_sig_value in counter_sig_values:
                            try:
                                counter_sig_info = cms.SignerInfo.load(
                                    counter_sig_value.native
                                )
                                cs_signed_attrs = counter_sig_info["signed_attrs"]
                                for cs_attr in cs_signed_attrs:
                                    cs_attr_type = cs_attr["type"].dotted
                                    if (
                                        cs_attr_type == "1.2.840.113549.1.9.5"
                                    ):  # signingTime
                                        signing_time = cs_attr["values"][0].native
                                        self.log.debug(
                                            "Signing Time (from countersignature):",
                                            signing_time,
                                        )
                                        break
                                if signing_time:
                                    break
                            except Exception as e:
                                self.log.error(
                                    f"Error processing countersignature: {e}"
                                )
                    if signing_time:
                        break
            if signing_time:
                break
        signer_serial_number = format(
            signer["sid"].native["serial_number"], "x"
        ).upper()
        grouped_serial_number = " ".join(
            [
                signer_serial_number[i : i + 2]
                for i in range(0, len(signer_serial_number), 2)
            ]
        )
        return PESigner(
            # this is to avoid duplicate _id with the Signer certificate used to sign as they are in the same ES index
            _id=format(signer["sid"].native["serial_number"], "x").upper()
            + signer["digest_algorithm"]["algorithm"].native,
            signer_serial_number=grouped_serial_number,
            signer_digest_algorithm=signer["digest_algorithm"]["algorithm"].native,
            signer_signature_algorithm=signer["signature_algorithm"][
                "algorithm"
            ].native,
            signing_time=(
                signing_time.strftime("%Y-%m-%d %H:%M:%S") if signing_time else None
            ),
            # "countersigners": extract_countersigners(signer), # TODO: Implement this
        )

    def _extract_signature_info(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        address = self.pe.OPTIONAL_HEADER.DATA_DIRECTORY[
            pefile.DIRECTORY_ENTRY["IMAGE_DIRECTORY_ENTRY_SECURITY"]
        ].VirtualAddress
        size = self.pe.OPTIONAL_HEADER.DATA_DIRECTORY[
            pefile.DIRECTORY_ENTRY["IMAGE_DIRECTORY_ENTRY_SECURITY"]
        ].Size

        addr_8 = address + 8
        signature_data = bytes(
            self.pe.write()[addr_8 : addr_8 + size]  # noqa E203
        )  # Ensure this is a bytes object
        if pem.detect(signature_data):
            signature_data = pem.unarmor(signature_data)

        content_info = cms.ContentInfo.load(signature_data)
        signed_data = content_info["content"]

        certificates = signed_data["certificates"]
        signers = signed_data["signer_infos"]

        certificates_list = []
        for cert in certificates:
            cert_info = self._extract_certificate_info(cert.chosen.dump())
            certificates_list.append(cert_info)

        signer_info_list = []
        for signer in signers:
            signer_info = self._extract_signer_info(signer)
            signer_info_list.append(signer_info)

        return certificates_list, signer_info_list

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            if self._is_signed():
                certificates_list, signers_list = self._extract_signature_info()
                # self.export_to_elastic([PECodeSigning(certificates_list, signers_list)])
                self.export_to_elastic(certificates_list, Tag.PE_CERTIFICATE.value)
                self.export_to_elastic(signers_list, Tag.PE_SIGNER.value)
            return True
        except Exception as e:
            self.log.error(f"Error extracting PE Signature: {e}")
            return None