Naoya Takeishi

57 papers A* 8A 1B 3C 1Journal 32Unranked 12
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Henrik Krauss, Johann Licher, Naoya Takeishi, Annika Raatz, Takehisa Yairi
2026 J jnl
CoRR
Naoya Takeishi
2025 J jnl
CoRR
Haruki Settai, Naoya Takeishi, Takehisa Yairi
2025 J jnl
CoRR
Keisuke Fujii, Kazushi Tsutsui, Yu Teshima, Makoto Itoh, Naoya Takeishi, Nozomi Nishiumi, Ryoya Tanaka, Shunsuke Shigaki, Yoshinobu Kawahara
2025 B conf
SMC
Akira Osaka, Naoya Takeishi, Takehisa Yairi
2025 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Keisuke Fujii, Koh Takeuchi, Atsushi Kuribayashi, Naoya Takeishi, Yoshinobu Kawahara, Kazuya Takeda
2025 J jnl
CoRR
Henrik Krauss, Johann Licher, Naoya Takeishi, Annika Raatz, Takehisa Yairi
2025 conf
CDC
Koki Hirano, Naoya Takeishi, Takehisa Yairi
2025 J jnl
CoRR
Leander Thiele, Adrian E. Bayer, Naoya Takeishi
2024 conf
ICAART (2)
Keisuke Fujii, Kazushi Tsutsui, Atom Scott, Hiroshi Nakahara, Naoya Takeishi, Yoshinobu Kawahara
2024 J jnl
Neural Networks
Keisuke Fujii, Naoya Takeishi, Yoshinobu Kawahara, Kazuya Takeda
2024 J jnl
CoRR
Maciej Falkiewicz, Naoya Takeishi, Alexandros Kalousis
2024 A* conf
ICML
João A. Cândido Ramos, Lionel Blondé, Naoya Takeishi, Alexandros Kalousis
2023 J jnl
Trans. Mach. Learn. Res.
Naoya Takeishi, Yoshinobu Kawahara
2023 J jnl
CoRR
Keisuke Fujii, Kazushi Tsutsui, Atom Scott, Hiroshi Nakahara, Naoya Takeishi, Yoshinobu Kawahara
2023 A* conf
NeurIPS
Maciej Falkiewicz, Naoya Takeishi, Imahn Shekhzadeh, Antoine Wehenkel, Arnaud Delaunoy, Gilles Louppe, Alexandros Kalousis
2023 J jnl
CoRR
Maciej Falkiewicz, Naoya Takeishi, Imahn Shekhzadeh, Antoine Wehenkel, Arnaud Delaunoy, Gilles Louppe, Alexandros Kalousis
2023 A conf
AISTATS
Naoya Takeishi, Alexandros Kalousis
2023 J jnl
CoRR
João A. Cândido Ramos, Lionel Blondé, Naoya Takeishi, Alexandros Kalousis
2022 J jnl
CoRR
Naoya Takeishi, Alexandros Kalousis
2022 J jnl
SIAM J. Appl. Dyn. Syst.
Naoya Takeishi, Keisuke Fujii, Koh Takeuchi, Yoshinobu Kawahara
2022 J jnl
CoRR
Keisuke Fujii, Koh Takeuchi, Atsushi Kuribayashi, Naoya Takeishi, Yoshinobu Kawahara, Kazuya Takeda
2022 conf
SIGSPATIAL/GIS
Keisuke Fujii, Koh Takeuchi, Atsushi Kuribayashi, Naoya Takeishi, Yoshinobu Kawahara, Kazuya Takeda
2021 J jnl
CoRR
Naoya Ozaki, Kanta Yanagida, Takuya Chikazawa, Nishanth Pushparaj, Naoya Takeishi, Ryuki Hyodo
2021 J jnl
CoRR
Naoya Takeishi, Keisuke Fujii, Koh Takeuchi, Yoshinobu Kawahara
2021 A* conf
AAAI
Naoya Takeishi, Yoshinobu Kawahara
2021 A* conf
NeurIPS
Keisuke Fujii, Naoya Takeishi, Kazushi Tsutsui, Emyo Fujioka, Nozomi Nishiumi, Ryoya Tanaka, Mika Fukushiro, Kaoru Ide, Hiroyoshi Kohno, Ken Yoda, Susumu Takahashi, Shizuko Hiryu, Yoshinobu Kawahara
2021 J jnl
CoRR
Keisuke Fujii, Naoya Takeishi, Kazushi Tsutsui, Emyo Fujioka, Nozomi Nishiumi, Ryoya Tanaka, Mika Fukushiro, Kaoru Ide, Hiroyoshi Kohno, Ken Yoda, Susumu Takahashi, Shizuko Hiryu, Yoshinobu Kawahara
2021 A* conf
NeurIPS
Naoya Takeishi, Alexandros Kalousis
2021 J jnl
CoRR
Naoya Takeishi, Alexandros Kalousis
2020 conf
CDC
Anand Srinivasan, Naoya Takeishi
2020 A* conf
IJCAI
Naoya Takeishi, Yoshinobu Kawahara
2020 J jnl
CoRR
Naoya Takeishi, Yoshinobu Kawahara
2020 conf
CDC
Naoya Takeishi, Yoshinobu Kawahara
2020 J jnl
CoRR
Naoya Takeishi, Yoshinobu Kawahara
2020 J jnl
CoRR
Keisuke Fujii, Naoya Takeishi, Yoshinobu Kawahara, Kazuya Takeda
2019 C conf
ACML
Naoya Takeishi
2019 conf
PRICAI (2)
Riku Sasaki, Naoya Takeishi, Takehisa Yairi, Koichi Hori
2019 J jnl
CoRR
Keisuke Fujii, Naoya Takeishi, Motokazu Hojo, Yuki Inaba, Yoshinobu Kawahara
2019 J jnl
CoRR
Naoya Takeishi, Yoshinobu Kawahara
2019 conf
ICDM Workshops
Naoya Takeishi
2019 J jnl
CoRR
Naoya Takeishi
2018 conf
ACL (2)
Rem Hida, Naoya Takeishi, Takehisa Yairi, Koichi Hori
2018 J jnl
CoRR
Rem Hida, Naoya Takeishi, Takehisa Yairi, Koichi Hori
2018 conf
CDC
Naoya Takeishi, Takehisa Yairi, Yoshinobu Kawahara
2018 J jnl
CoRR
Naoya Takeishi, Kosuke Akimoto
2017 J jnl
IEEE Trans. Aerosp. Electron. Syst.
Takehisa Yairi, Naoya Takeishi, Tetsuo Oda, Yuta Nakajima, Naoki Nishimura, Noboru Takata
2017 A* conf
IJCAI
Naoya Takeishi, Yoshinobu Kawahara, Yasuo Tabei, Takehisa Yairi
2017 conf
NIPS
Naoya Takeishi, Yoshinobu Kawahara, Takehisa Yairi
2017 J jnl
CoRR
Naoya Takeishi, Yoshinobu Kawahara, Takehisa Yairi
2017 J jnl
CoRR
Chun Fui Liew, Danielle DeLatte, Naoya Takeishi, Takehisa Yairi
2017 B conf
ICIP
Naoya Takeishi, Yoshinobu Kawahara, Takehisa Yairi
2017 J jnl
J. Robotics Mechatronics
Naoya Takeishi, Takehisa Yairi
2016 conf
PAKDD (2)
Naoya Takeishi, Takehisa Yairi, Naoki Nishimura, Yuta Nakajima, Noboru Takata
2015 A* conf
ICRA
Naoya Takeishi, Takehisa Yairi, Yuichi Tsuda, Fuyuto Terui, Naoko Ogawa, Yuya Mimasu
2014 B conf
SMC
Naoya Takeishi, Takehisa Yairi
2013 conf
ROBIO
Akira Tanimoto, Naoya Takeishi, Takehisa Yairi, Yuichi Tsuda, Fuyuto Terui, Naoko Ogawa, Yuya Mimasu
redb/extractors/pe_extractors/pe_extra_findings.py
← Index redb/extractors/pe_extractors/pe_extra_findings.py python
from hashlib import md5, sha1, sha256
import inspect
import pefile
from magika import Magika
import json
from datetime import datetime, timezone
from typing import List, Optional, Any
from asn1crypto import cms, pem, x509, core
from dataclasses import asdict

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


class PEExtraFindings(PEExtractor):

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        elastic_index=None,
        known_benign=False,
        known_malicious=False,
        pe=None,
    ):
        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            elastic_index,
            known_benign,
            known_malicious,
            pe,
        )
        self.elastic_index = self.index_prefix + "-pe_extrafindings"
        self.log.debug(inspect.currentframe().f_code.co_name)
        self.has_binary_overlay = False
        self.has_binary_resource = False
        self.findings = []

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

    """
    The section below triggers in case of a binary which is not signed.
    It trigger the scan for Certificates inside the binary, for example
    inside a resource or an overlay.
    """

    def _scan_for_certificates(self):
        """
        Comprehensive scan for certificate data in PE file.
        Returns list of tuples (location_description, certificate_data)
        """
        self.log.debug(inspect.currentframe().f_code.co_name)

        # 1. Scan resources for embedded PE files
        self._scan_resources_for_certificates()

        # 3. Scan overlay
        overlay_data = self.pe.get_overlay()
        if overlay_data:
            self._scan_overlay_for_certificates(overlay_data)


    def _extract_certificate_info(self, 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(
            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_algorithm=None,
        )

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

        addr_8 = address + 8
        signature_data = bytes(
            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"]

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

        return certificates_list

    def _is_signed(self, pedata):
        address = pedata.OPTIONAL_HEADER.DATA_DIRECTORY[
            pefile.DIRECTORY_ENTRY["IMAGE_DIRECTORY_ENTRY_SECURITY"]
        ].VirtualAddress
        if address == 0:
            return False
        return True

    def _scan_resources_for_certificates(self):
        """Scan resources for embedded PE files and their certificates"""
        self.log.debug(inspect.currentframe().f_code.co_name)

        try:
            if hasattr(self.pe, "DIRECTORY_ENTRY_RESOURCE"):
                for entry in self.pe.DIRECTORY_ENTRY_RESOURCE.entries:
                    for resource in self._get_resource_data(entry):
                        # Check if resource data might be a PE file
                        resource_magika = Magika().identify_bytes(resource).output.label
                        if resource.startswith(b"MZ") or resource_magika == "pebin":
                            try:
                                embedded_pe = pefile.PE(data=resource)
                                if self._is_signed(embedded_pe):
                                    cert_data = self._extract_standard_certificates(
                                        embedded_pe
                                    )
                                    if cert_data:
                                        # certificates.append(
                                        #     (f"Resource_{entry.id}", cert_data)
                                        # )
                                        self.findings.append(
                                            PEExtraFinding(
                                                context=f"Resource ({sha256(resource).hexdigest()}) is a PE file. Found Code Signing Certificates information inside.",
                                                finding=cert_data,
                                            )
                                        )
                            except Exception as e:
                                self.log.warning(
                                    f"Resource {sha256(resource).hexdigest()} is not a valid PE: {e}"
                                )

                        # Direct certificate pattern matching in resource
                        cert_data = self._find_certificate_patterns(resource)
                        if cert_data:
                            # certificates.append((f"Resource_{entry.id}", cert_data))
                            self.findings.append(
                                PEExtraFinding(
                                    context=f"Resource ({sha256(resource).hexdigest()}) is a PE file.\
                                    Found Code Signing Certificates information inside.",
                                    finding=cert_data,
                                )
                            )

        except Exception as e:
            self.log.error(f"Failed to scan resources: {e}")


    def _scan_overlay_for_certificates(self, overlay_data) -> List[bytes]:
        """Scan PE overlay for certificate data"""
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            # Check if overlay is a PE file
            overlay_magika = Magika().identify_bytes(overlay_data).output.ct_label
            if overlay_data.startswith(b"MZ") or overlay_magika == "pebin":
                try:
                    overlay_pe = pefile.PE(data=overlay_data)
                    if self._is_signed(overlay_pe):
                        cert_data = self._extract_standard_certificates(overlay_data)
                        if cert_data:
                            self.findings.append(
                                PEExtraFinding(
                                    context=f"Overlay data ({sha256(overlay_data).hexdigest()}) is a PE file.\
                                    Found Code Signing Certificates information inside.",
                                    finding=cert_data,
                                )
                            )
                except Exception as e:
                    self.log.warning(f"Error looking for certificates in Overlay: {e}")
                    pass

            # Direct certificate pattern matching in overlay
            cert_data = self._find_certificate_patterns(overlay_data)
            if cert_data:
                self.findings.append(
                    PEExtraFinding(
                        context=f"Overlay data ({sha256(overlay_data).hexdigest()}) is a PE file.\
                        Found Code Signing Certificates information inside.",
                        finding=cert_data,
                    )
                )
        except Exception as e:
            self.log.error(f"Failed to scan overlay: {e}")


    def _get_resource_data(self, entry) -> List[bytes]:
        """Recursively get resource data"""
        resources = []
        try:
            if hasattr(entry, "directory"):
                for subentry in entry.directory.entries:
                    resources.extend(self._get_resource_data(subentry))
            else:
                data = self.pe.get_data(
                    entry.data.struct.OffsetToData, entry.data.struct.Size
                )
                resources.append(data)
        except Exception as e:
            self.log.error(f"Failed to get resource data: {e}")
        return resources

    def _find_certificate_patterns(self, data: bytes) -> Optional[bytes]:
        """Find certificate patterns in binary data"""
        # PKCS#7 SignedData OID pattern
        PKCS7_PATTERN = b"\x06\x09\x2A\x86\x48\x86\xF7\x0D\x01\x07\x02"

        try:
            idx = data.find(PKCS7_PATTERN)
            if idx != -1:
                # Search backwards for ASN.1 sequence marker
                for i in range(idx, max(0, idx - 50), -1):
                    if data[i] == 0x30:  # ASN.1 SEQUENCE
                        try:
                            # Try to parse as X.509 certificate
                            cert = x509.load_der_x509_certificate(
                                data[i:], default_backend()
                            )
                            return data[i:]
                        except Exception:
                            continue
        except Exception as e:
            self.log.error(f"Failed to find certificate patterns: {e}")
        return None

    def prepare_export_data(self, exporter_type: str) -> Any:
        self.log.debug(inspect.currentframe().f_code.co_name)
        if exporter_type == "ElasticsearchExporter":
            return self.findings
        elif exporter_type == "ClickHouseExporter":
            current_time = datetime.now(timezone.utc)
            
            data = [
                [
                    self.sha256,
                    self.md5,
                    self.sha1,
                    finding.context,
                    [asdict(cert) for cert in finding.finding] if finding.finding else None,
                    current_time
                ]
                for finding in self.findings
            ]
            
            column_names = [
                'sha256', 'md5', 'sha1', 'context', 'finding', 'analysis_date'
            ]
            
            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                'String', 'Array(JSON)', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

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

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)
            self._scan_for_certificates()
            if len(self.findings) > 0:
                return self.findings
            return None
        except Exception as e:
            self.log.error(f"Error extracting PE Extras: {e}")
            return None