Jaeyong Lee

41 papers A* 3A 5B 1C 7Journal 15Unranked 8
YearRankTypeTitle / Venue / Authors
2026 C conf
ICCE
Minjae Kim, Eunsung Lee, Jaeyong Lee
2026 C conf
ICCE
Eunsung Lee, Keunyoung Park, Jaeyong Lee, Dong Jin Park
2025 J jnl
J. Am. Medical Informatics Assoc.
Sumin Lee, Hyeok-Hee Lee, Hokyou Lee, Kyu Sun Yum, Jang-Hyun Baek, Jaewon Khil, Jaeyong Lee, Sojung Shin, Minsung Cho, Na Yeon Ahn, Seng Chan You, Hyeon Chang Kim
2025 J jnl
CoRR
Daehee Cho, Hyeonmin Yun, Jaeyong Lee, Mikyoung Lim
2025 A conf
CIKM
Unggi Lee, Jaeyong Lee, Jiyeong Bae, Yeil Jeong, Junbo Koh, Gyeonggeon 'Boaz' Lee, Gunho Lee, Taekyung Ahn, Hyeoncheol Kim
2025 J jnl
CoRR
Unggi Lee, Jaeyong Lee, Jiyeong Bae, Yeil Jeong, Junbo Koh, Gyeonggeon Lee, Gunho Lee, Taekyung Ahn, Hyeoncheol Kim
2025 A conf
ICCAD
Omin Kwon, Kyungjun Oh, Jaeyong Lee, Myungsuk Kim, Jihong Kim
2025 J jnl
CoRR
Omin Kwon, Kyungjun Oh, Jaeyong Lee, Myungsuk Kim, Jihong Kim
2025 J jnl
CoRR
Dongwon Noh, Donghyeok Koh, Junghun Yuk, Gyuwan Kim, Jaeyong Lee, Kyungtae Lim, Cheoneum Park
2025 C conf
ICCE
Eunsung Lee, Keunyoung Park, Jaeyong Lee, Dong Jin Park
2025 J jnl
Int. J. Hum. Comput. Interact.
Gyeyoung Jung, Jaeyong Lee, Jaejeung Kim
2024 A* conf
ICML
Mo Tiwari, Ryan Kang, Jaeyong Lee, Donghyun Lee, Christopher Piech, Sebastian Thrun, Ilan Shomorony, Martin Jinye Zhang
2023 J jnl
J. Multivar. Anal.
Bongjung Sung, Jaeyong Lee
2023 J jnl
J. Chem. Inf. Model.
Olivia Garland, Anh-Tien Ton, Shoeib Moradi, Jason R. Smith, Suzana Kovacic, Kurtis Ng, Mohit Pandey, Fuqiang Ban, Jaeyong Lee, Marija Vuckovic, Liam J. Worrall, Robert N. Young, Ralph Pantophlet, Natalie C. J. Strynadka, Artem Cherkasov
2023 conf
BCI
Dong-uk Kim, Jaeyong Lee, Minju Kim, Jongsu Kim, Jongmin Lee, Dojin Heo, Sung-Phil Kim
2022 A* conf
NeurIPS
Kyeongwon Lee, Jaeyong Lee
2022 J jnl
CoRR
Kyeongwon Lee, Jaeyong Lee
2022 A* conf
NeurIPS
Mo Tiwari, Ryan Kang, Jaeyong Lee, Chris Piech, Ilan Shomorony, Sebastian Thrun, Martin J. Zhang
2021 conf
HCI (1)
May Jorella S. Lazaro, Sungho Kim, Jaeyong Lee, Jaemin Chun, Gyungbhin Kim, EunJeong Yang, Aigerim Bilyalova, Myung Hwan Yun
2021 J jnl
Sensors
Jaeyong Lee, Hyungjoo Kim, Woosung Yang
2021 B conf
ICMI
May Jorella S. Lazaro, Sungho Kim, Jaeyong Lee, Jaemin Chun, Myung Hwan Yun
2020 C conf
ICCE
Hyeonwoo Jang, Tacklim Lee, Seung Min Kim, Jaeyong Lee, Sehyun Park
2020 A conf
IROS
Jaeho Noh, Jaeyong Lee, Seyoung Cheon, Woosung Yang
2019 A conf
IROS
Jaeyong Lee, Jaeho Noh, Sungon Lee, Woosung Yang
2019 conf
HCI (37)
Jaeyong Lee, Daehee Park, Scott Song
2018 A conf
IROS
Jaeyong Lee, Jaeho Noh, Jinho Yang, Woosung Yang
2018 conf
IHSED
Daehee Park, Jaeyong Lee, Yenah Lee, Scott Song
2018 conf
HCI (29)
Daehee Park, Seunghee Hwang, Serin Ko, Jeongpyo Lee, Jaeyong Lee
2017 conf
CSA/CUTE
Jaeyong Lee, Kyong-Ah Kim, Yoo-Joo Choi
2016 conf
EuroMed (1)
Jaeyong Lee, Youngmo Kim
2015 J jnl
BMC Bioinform.
Sehi L'Yi, Bongkyung Ko, Donghwa Shin, Young-Joon Cho, Jaeyong Lee, Bohyoung Kim, Jinwook Seo
2013 J jnl
J. Multivar. Anal.
Jaeyong Lee, Hee-Seok Oh
2011 ch.
International Encyclopedia of Statistical Science
Jaeyong Lee
2010 J jnl
Eur. J. Oper. Res.
Jaeyung Huh, Woojin Chang, Junghoon Lee, Jaeyong Lee
2009 J jnl
J. Multivar. Anal.
Taeryon Choi, Jaeyong Lee, Anindya Roy
2008 conf
ACM Great Lakes Symposium on VLSI
Jaeyong Lee, Sungil Cho, Kwangsub Yoon
2007 C conf
ACC
Jaeyong Lee, Avinash D. Dharne, Suhada Jayasuriya
2006 C conf
ACC
Avinash Gopal Dharne, Jaeyong Lee, Suhada Jayasuriya
2004 J jnl
Comput. Stat. Data Anal.
Jaeyong Lee, Yongdai Kim
2002 C conf
IEA/AIE
Dongkon Lee, Jaeyong Lee, K. H. Lee
2002 ch.
Advances in Digital Government
Alan F. Karr, Jaeyong Lee, Ashish P. Sanil, Joel Hernandez, Sousan Karimi, Karen Litwin
redb/extractors/elf_extractors/elf_features.py
← Index redb/extractors/elf_extractors/elf_features.py python
import inspect
import json
from datetime import datetime, timezone
from typing import Any

from elftools.elf.elffile import ELFFile
from elftools.common.exceptions import ELFError

from redb.extractors.enum import Tag
from redb.extractors.elf_extractor import ELFExtractor
from redb.models.dataclasses import ELFFeatures


class ELFFeaturesExtractor(ELFExtractor):

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

    def _extract_header_data(self):
        """Extract ELF header data using pyelftools."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        def extract_header(elf):
            # Initialize result with safe defaults
            result = {
                'ei_class': 0, 'ei_data': 0, 'ei_version': 0, 'ei_osabi': 0, 'ei_abiversion': 0,
                'e_type': 0, 'e_machine': 0, 'e_version': 0, 'e_entry': 0, 'e_flags': 0,
                'ei_class_str': 'unknown', 'ei_data_str': 'unknown', 'ei_osabi_str': 'unknown',
                'e_type_str': 'unknown', 'e_machine_str': 'unknown'
            }

            # Try to get the main header - if this fails, we can't extract anything
            try:
                header = elf.header
            except Exception as e:
                self.log.warning(f"Could not access ELF header: {e}")
                return result

            # Try to get e_ident section
            ident = None
            try:
                ident = header.get('e_ident', {})
            except Exception as e:
                self.log.warning(f"Could not access e_ident: {e}")

            # Extract EI_CLASS (32/64 bit)
            try:
                if ident:
                    ei_class_raw = ident.get('EI_CLASS', 'ELFCLASSNONE')
                    result['ei_class'] = 2 if ei_class_raw == 'ELFCLASS64' else 1 if ei_class_raw == 'ELFCLASS32' else 0
                    result['ei_class_str'] = '64-bit' if ei_class_raw == 'ELFCLASS64' else '32-bit' if ei_class_raw == 'ELFCLASS32' else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract EI_CLASS: {e}")

            # Extract EI_DATA (endianness)
            try:
                if ident:
                    ei_data_raw = ident.get('EI_DATA', 'ELFDATANONE')
                    result['ei_data'] = 1 if ei_data_raw == 'ELFDATA2LSB' else 2 if ei_data_raw == 'ELFDATA2MSB' else 0
                    result['ei_data_str'] = 'Little-endian' if ei_data_raw == 'ELFDATA2LSB' else 'Big-endian' if ei_data_raw == 'ELFDATA2MSB' else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract EI_DATA: {e}")

            # Extract EI_VERSION
            try:
                if ident:
                    ei_version_raw = ident.get('EI_VERSION', 0)
                    # Convert string like 'EV_CURRENT' to integer
                    if isinstance(ei_version_raw, str):
                        version_map = {'EV_NONE': 0, 'EV_CURRENT': 1}
                        result['ei_version'] = version_map.get(ei_version_raw, 1)
                    else:
                        result['ei_version'] = ei_version_raw
            except Exception as e:
                self.log.warning(f"Could not extract EI_VERSION: {e}")

            # Extract EI_OSABI
            try:
                if ident:
                    ei_osabi_raw = ident.get('EI_OSABI', 'ELFOSABI_SYSV')
                    osabi_map = {
                        'ELFOSABI_SYSV': 0, 'ELFOSABI_HPUX': 1, 'ELFOSABI_NETBSD': 2,
                        'ELFOSABI_LINUX': 3, 'ELFOSABI_SOLARIS': 6, 'ELFOSABI_FREEBSD': 9
                    }
                    result['ei_osabi'] = osabi_map.get(ei_osabi_raw, 0)
                    result['ei_osabi_str'] = ei_osabi_raw.replace('ELFOSABI_', '') if ei_osabi_raw and ei_osabi_raw.startswith('ELFOSABI_') else str(ei_osabi_raw) if ei_osabi_raw else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract EI_OSABI: {e}")

            # Extract EI_ABIVERSION
            try:
                if ident:
                    result['ei_abiversion'] = ident.get('EI_ABIVERSION', 0)
            except Exception as e:
                self.log.warning(f"Could not extract EI_ABIVERSION: {e}")

            # Extract e_type (file type)
            try:
                e_type_raw = header.get('e_type', 'ET_NONE')
                type_map = {
                    'ET_NONE': 0, 'ET_REL': 1, 'ET_EXEC': 2, 'ET_DYN': 3, 'ET_CORE': 4
                }
                result['e_type'] = type_map.get(e_type_raw, 0)
                result['e_type_str'] = e_type_raw.replace('ET_', '') if e_type_raw and e_type_raw.startswith('ET_') else str(e_type_raw) if e_type_raw else 'unknown'
            except Exception as e:
                self.log.warning(f"Could not extract e_type: {e}")

            # Extract e_machine (architecture)
            try:
                e_machine_raw = header.get('e_machine', 0)
                # Map machine strings to integers and human-readable names
                # https://github.com/eliben/pyelftools/blob/main/elftools/elf/enums.py
                # https://github.com/torvalds/linux/blob/master/include/uapi/linux/elf-em.h
                # https://refspecs.linuxfoundation.org/elf/elf.pdf
                machine_int_map = {
                    'EM_NONE': 0, 'EM_M32': 1, 'EM_SPARC': 2, 'EM_386': 3,
                    'EM_68K': 4, 'EM_88K': 5, 'EM_860': 7, 'EM_MIPS': 8,
                    'EM_S370': 9, 'EM_MIPS_RS3_LE': 10, 'EM_PARISC': 15,
                    'EM_VPP500': 17, 'EM_SPARC32PLUS': 18, 'EM_960': 19,
                    'EM_PPC': 20, 'EM_PPC64': 21, 'EM_S390': 22, 'EM_V800': 36,
                    'EM_FR20': 37, 'EM_RH32': 38, 'EM_RCE': 39, 'EM_ARM': 40,
                    'EM_ALPHA': 41, 'EM_SH': 42, 'EM_SPARCV9': 43, 'EM_TRICORE': 44,
                    'EM_ARC': 45, 'EM_H8_300': 46, 'EM_H8_300H': 47, 'EM_H8S': 48,
                    'EM_H8_500': 49, 'EM_IA_64': 50, 'EM_MIPS_X': 51, 'EM_COLDFIRE': 52,
                    'EM_68HC12': 53, 'EM_X86_64': 62, 'EM_AARCH64': 183, 'EM_RISCV': 243,
                }
                machine_str_map = {
                    'EM_386': 'x86', 'EM_X86_64': 'x86_64', 'EM_ARM': 'ARM', 'EM_AARCH64': 'ARM64',
                    'EM_MIPS': 'MIPS', 'EM_PPC': 'PowerPC', 'EM_PPC64': 'PowerPC64',
                    'EM_SPARC': 'SPARC', 'EM_SPARCV9': 'SPARC64', 'EM_RISCV': 'RISC-V',
                    'EM_IA_64': 'IA-64', 'EM_S390': 'S390', 'EM_SH': 'SuperH',
                }
                if isinstance(e_machine_raw, str):
                    result['e_machine'] = machine_int_map.get(e_machine_raw, 0)
                    result['e_machine_str'] = machine_str_map.get(e_machine_raw, e_machine_raw.replace('EM_', '') if e_machine_raw.startswith('EM_') else e_machine_raw)
                else:
                    result['e_machine'] = e_machine_raw
                    result['e_machine_str'] = str(e_machine_raw)
            except Exception as e:
                self.log.warning(f"Could not extract e_machine: {e}")

            # Extract e_version
            try:
                e_version_raw = header.get('e_version', 0)
                # Convert string like 'EV_CURRENT' to integer
                if isinstance(e_version_raw, str):
                    version_map = {'EV_NONE': 0, 'EV_CURRENT': 1}
                    result['e_version'] = version_map.get(e_version_raw, 1)
                else:
                    result['e_version'] = e_version_raw
            except Exception as e:
                self.log.warning(f"Could not extract e_version: {e}")

            # Extract e_entry (entry point)
            try:
                result['e_entry'] = header.get('e_entry', 0)
            except Exception as e:
                self.log.warning(f"Could not extract e_entry: {e}")

            # Extract e_flags
            try:
                result['e_flags'] = header.get('e_flags', 0)
            except Exception as e:
                self.log.warning(f"Could not extract e_flags: {e}")

            return result

        try:
            return self._with_elf_file(extract_header)
        except Exception as e:
            self.log.error(f"Error extracting header data {self.hash.sha256}: {e}")
            return None

    def _count_dynamic_symbols(self):
        """Count symbols in dynamic symbol table."""
        def count_dynsym(elf):
            dynsym_section = elf.get_section_by_name('.dynsym')
            if dynsym_section and hasattr(dynsym_section, 'num_symbols'):
                return dynsym_section.num_symbols()
            return 0

        try:
            result = self._with_elf_file(count_dynsym)
            return result if result is not None else 0
        except Exception as e:
            self.log.error(f"Error counting dynamic symbols: {e}")
            return 0

    def _count_relocations(self):
        """Count total relocations across all sections."""
        def count_relocs(elf):
            reloc_count = 0
            for section in elf.iter_sections():
                if hasattr(section, 'iter_relocations'):
                    try:
                        reloc_count += section.num_relocations()
                    except:
                        # Some sections might not support num_relocations()
                        for _ in section.iter_relocations():
                            reloc_count += 1
            return reloc_count

        try:
            result = self._with_elf_file(count_relocs)
            return result if result is not None else 0
        except Exception as e:
            self.log.error(f"Error counting relocations: {e}")
            return 0

    def _has_gnu_hash(self):
        """Check if GNU hash table is present."""
        def check_gnu_hash(elf):
            gnu_hash_section = elf.get_section_by_name('.gnu.hash')
            return gnu_hash_section is not None

        try:
            result = self._with_elf_file(check_gnu_hash)
            return bool(result)
        except Exception as e:
            self.log.error(f"Error checking GNU hash: {e}")
            return False

    def _has_fortify(self):
        """Check if binary has fortify source protection."""
        def check_fortify(elf):
            # Look for fortified function symbols
            fortify_symbols = ['__printf_chk', '__sprintf_chk', '__snprintf_chk',
                             '__strcpy_chk', '__strcat_chk', '__memcpy_chk']

            for section in elf.iter_sections():
                if hasattr(section, 'iter_symbols'):
                    for symbol in section.iter_symbols():
                        if symbol.name in fortify_symbols:
                            return True
            return False

        try:
            result = self._with_elf_file(check_fortify)
            return bool(result)
        except Exception as e:
            self.log.error(f"Error checking fortify: {e}")
            return False

    def tag(self):
        return Tag.ELF_FEATURES.value if hasattr(Tag, 'ELF_FEATURES') else "elf_features"

    def extract(self):
        try:
            self.log.debug(inspect.currentframe().f_code.co_name)

            # Check if file is valid ELF
            if not self._is_elf_file():
                self.log.error(f"No valid ELF file for {self.hash.sha256}")
                return None

            # Extract header data (now always returns a result, even with defaults)
            header_data = self._extract_header_data()
            if not header_data:
                self.log.error(f"Complete failure to extract any header data for {self.hash.sha256}")
                return None

            # Extract binary properties
            is_64bit = 1 if self._is_64bit() else 0
            is_stripped = 1 if self._is_stripped() else 0
            is_pie = 1 if self._is_pie() else 0
            has_canary = 1 if self._has_stack_protection() else 0
            has_nx = 1 if self._has_nx_bit() else 0
            has_relro = 1 if self._has_relro() else 0
            has_fortify = 1 if self._has_fortify() else 0

            # Extract counts
            number_of_segments = self._count_segments()
            number_of_sections = self._count_sections()
            number_of_symbols = self._count_symbols()
            number_of_dynamic_symbols = self._count_dynamic_symbols()
            number_of_relocations = self._count_relocations()
            number_of_dependencies = len(self._get_dependencies())

            # Extract build information
            build_id = self._get_build_id()
            gnu_hash_present = 1 if self._has_gnu_hash() else 0
            has_debug_info = 1 if self._has_debug_info() else 0

            self.elf_features = ELFFeatures(
                # ELF Header data
                ei_class=header_data['ei_class'],
                ei_data=header_data['ei_data'],
                ei_version=header_data['ei_version'],
                ei_osabi=header_data['ei_osabi'],
                ei_abiversion=header_data['ei_abiversion'],
                e_type=header_data['e_type'],
                e_machine=header_data['e_machine'],
                e_version=header_data['e_version'],
                e_entry=header_data['e_entry'],
                e_flags=header_data['e_flags'],
                # Human readable values
                ei_class_str=header_data['ei_class_str'],
                ei_data_str=header_data['ei_data_str'],
                ei_osabi_str=header_data['ei_osabi_str'],
                e_type_str=header_data['e_type_str'],
                e_machine_str=header_data['e_machine_str'],
                # Binary properties
                is_64bit=is_64bit,
                is_stripped=is_stripped,
                is_pie=is_pie,
                has_canary=has_canary,
                has_nx=has_nx,
                has_relro=has_relro,
                has_fortify=has_fortify,
                # Counts
                number_of_segments=number_of_segments,
                number_of_sections=number_of_sections,
                number_of_symbols=number_of_symbols,
                number_of_dynamic_symbols=number_of_dynamic_symbols,
                number_of_relocations=number_of_relocations,
                number_of_dependencies=number_of_dependencies,
                # Build information
                build_id=build_id,
                gnu_hash_present=gnu_hash_present,
                has_debug_info=has_debug_info,
            )

            return self.elf_features

        except Exception as e:
            self.log.error(f"Error extracting ELF features {self.hash.sha256}: {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.elf_features
        elif exporter_type == "ClickHouseExporter":
            try:
                if not self.elf_features:
                    return None

                # Prepare data array matching the schema
                data = [[
                    self.sha256,
                    self.md5,
                    self.sha1,

                    # ELF Header data
                    self.elf_features.ei_class,
                    self.elf_features.ei_data,
                    self.elf_features.ei_version,
                    self.elf_features.ei_osabi,
                    self.elf_features.ei_abiversion,
                    self.elf_features.e_type,
                    self.elf_features.e_machine,
                    self.elf_features.e_version,
                    self.elf_features.e_entry,
                    self.elf_features.e_flags,

                    # Human readable values
                    self.elf_features.ei_class_str,
                    self.elf_features.ei_data_str,
                    self.elf_features.ei_osabi_str,
                    self.elf_features.e_type_str,
                    self.elf_features.e_machine_str,

                    # Binary properties
                    self.elf_features.is_64bit,
                    self.elf_features.is_stripped,
                    self.elf_features.is_pie,
                    self.elf_features.has_canary,
                    self.elf_features.has_nx,
                    self.elf_features.has_relro,
                    self.elf_features.has_fortify,

                    # Counts
                    self.elf_features.number_of_segments,
                    self.elf_features.number_of_sections,
                    self.elf_features.number_of_symbols,
                    self.elf_features.number_of_dynamic_symbols,
                    self.elf_features.number_of_relocations,
                    self.elf_features.number_of_dependencies,

                    # Build information
                    self.elf_features.build_id,
                    self.elf_features.gnu_hash_present,
                    self.elf_features.has_debug_info,

                    # Analysis metadata
                    datetime.now(timezone.utc)
                ]]

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'ei_class', 'ei_data', 'ei_version', 'ei_osabi', 'ei_abiversion',
                    'e_type', 'e_machine', 'e_version', 'e_entry', 'e_flags',
                    'ei_class_str', 'ei_data_str', 'ei_osabi_str', 'e_type_str', 'e_machine_str',
                    'is_64bit', 'is_stripped', 'is_pie', 'has_canary', 'has_nx', 'has_relro', 'has_fortify',
                    'number_of_segments', 'number_of_sections', 'number_of_symbols',
                    'number_of_dynamic_symbols', 'number_of_relocations', 'number_of_dependencies',
                    'build_id', 'gnu_hash_present', 'has_debug_info',
                    'analysis_date'
                ]

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    "Enum8('32-bit'=1, '64-bit'=2)",
                    "Enum8('Little-endian'=1, 'Big-endian'=2)",
                    'UInt8',
                    "Enum8('SYSV'=0, 'HPUX'=1, 'NETBSD'=2, 'LINUX'=3, 'SOLARIS'=6, 'FREEBSD'=9)",
                    'UInt8',
                    "Enum8('NONE'=0, 'REL'=1, 'EXEC'=2, 'DYN'=3, 'CORE'=4)",
                    'UInt16', 'UInt32', 'UInt64', 'UInt32',
                    'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(String)',
                    'LowCardinality(String)', 'LowCardinality(String)',
                    'UInt8', 'UInt8', 'UInt8', 'UInt8', 'UInt8', 'UInt8', 'UInt8',
                    'UInt16', 'UInt16', 'UInt32', 'UInt32', 'UInt32', 'UInt16',
                    'Nullable(String)', 'UInt8', 'UInt8',
                    'DateTime64(3, \'UTC\')'
                ]

                if not data:
                    return None

                return (data, column_names, column_type_names)

            except Exception as e:
                self.log.error(f"Error preparing export data: {e}")
                raise

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