Naima Ait Oufroukh

48 papers B 3C 10Misc 1Journal 11Unranked 23
YearRankTypeTitle / Venue / Authors
2025 C conf
ACC
Lara Jaber, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2025 J jnl
CoRR
Lingxiang Hu, Naima Ait Oufroukh, Fabien Bonardi, Raymond Ghandour
2025 J jnl
Int. J. Control
Yassine Kebbati, Andreas Rauh, Naima Ait Oufroukh, Dalil Ichalal, Vincent Vigneron
2025 J jnl
CoRR
Yassine Kebbati, Naima Ait Oufroukh, Vincent Vigneron, Dalil Ichalal
2025 J jnl
Int. J. Syst. Sci.
Yassine Kebbati, Naima Ait Oufroukh, Dalil Ichalal, Vincent Vigneron
2024 C conf
ACC
Sara Ifqir, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2024 conf
ICNSC
Maysoon Ghandour, Naima Ait Oufroukh, Samer Alfayad
2024 C conf
ICARCV
Duc To Nguyen, Saïd Mammar, Dalil Ichalal, Naima Ait Oufroukh
2023 conf
ICNSC
Lara Jaber, Dalil Ichalal, Naima Ait Oufroukh, Lydie Nouvelière, Saïd Mammar
2022 conf
ICNSC
Chadi M'Sila, Redouane Ayad, Naima Ait Oufroukh
2022 conf
ICNSC
Yassine Kebbati, Naima Ait Oufroukh, Vicenç Puig, Dalil Ichalal, Vincent Vigneron
2022 conf
ECC
Yassine Kebbati, Naima Ait Oufroukh, Vincent Vigneron, Dalil Ichalal
2022 J jnl
J. Frankl. Inst.
Sara Ifqir, Vicenç Puig, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2021 conf
ICNSC
Wojciech Strózecki, Naima Ait Oufroukh, Yacine Kebbati, Dalil Ichalal, Saïd Mammar
2021 conf
ICNSC
Yassine Kebbati, Naima Ait Oufroukh, Vincent Vigneron, Dalil Ichalal
2021 conf
ICCMA
Yassine Kebbati, Vicenç Puig, Naima Ait Oufroukh, Vincent Vigneron, Dalil Ichalal
2021 conf
ICAC
Yassine Kebbati, Naima Ait Oufroukh, Vincent Vigneron, Dalil Ichalal, Dominique Gruyer
2021 conf
ICNSC
Naima Ait Oufroukh
2020 J jnl
IEEE Trans. Ind. Electron.
Sara Ifqir, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2020 C conf
ACC
Sara Ifqir, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2019 conf
ITSC
Sara Ifqir, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2019 conf
CDC
Sara Ifqir, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2019 C conf
ACC
Sara Ifqir, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2019 Misc conf
MMAR
Sara Ifqir, Andreas Rauh, Julia Kersten, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2018 conf
ICVES
Sara Ifqir, Naima Ait Oufroukh, Dalil Ichalal, Saïd Mammar
2018 conf
ITSC
Sara Ifqir, Vicenç Puig, Naima Ait Oufroukh, Dalil Ichalal, Saïd Mammar
2018 J jnl
Eur. J. Control
Sara Ifqir, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2018 C conf
ACC
Sara Ifqir, Naima Ait Oufroukh, Dalil Ichalal, Saïd Mammar
2017 conf
ICNSC
Dalil Ichalal, Naima Ait Oufroukh, Pierre-Marie Damon, Hichem Arioui, Saïd Mammar
2017 conf
MED
Sara Ifqir, Naima Ait Oufroukh, Dalil Ichalal, Saïd Mammar
2015 J jnl
IEEE Trans. Control. Syst. Technol.
Zedjiga Yacine, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar, Saïd Djennoune
2014 C conf
CCA
Zedjiga Yacine, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2014 B conf
Intelligent Vehicles Symposium
Naima Ait Oufroukh, Saïd Mammar
2014 J jnl
J. Intell. Syst.
Zedjiga Yacine, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar, Saïd Djennoune
2013 J jnl
IEEE Trans. Intell. Transp. Syst.
Benoit Chretien, Lydie Nouvelière, Naima Ait Oufroukh, Sebastien Glaser, Saïd Mammar, MengChu Zhou, Matthias Korte
2013 conf
ICNSC
Naima Ait Oufroukh, Kamel Messaoudene, Saïd Mammar
2013 B conf
Intelligent Vehicles Symposium
Saïd Mammar, Naima Ait Oufroukh, Lydie Nouvelière, Dominique Gruyer
2013 conf
ICNSC
Zedjiga Yacine, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar, Saïd Djennoune
2013 conf
ITSC
Zedjiga Yacine, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar
2012 C conf
ACC
Saïd Mammar, Naima Ait Oufroukh, Zedjiga Yacine, Dalil Ichalal, Lydie Nouvelière
2012 conf
CDC
Zedjiga Yacine, Dalil Ichalal, Naima Ait Oufroukh, Saïd Mammar, Saïd Djennoune
2011 B conf
Intelligent Vehicles Symposium
Naima Ait Oufroukh, André Benine-Neto, Zedjiga Yacine, Saïd Mammar, Sebastien Glaser
2011 C conf
CCA
Saïd Mammar, Naima Ait Oufroukh, Sebastien Glaser
2010 J jnl
IEEE Trans. Veh. Technol.
Kamel Messaoudene, Naima Ait Oufroukh, Saïd Mammar
2004 conf
SSPR/SPR
Naima Ait Oufroukh, Etienne Colle
2002 C conf
HIS
Naima Ait Oufroukh, Etienne Colle
2001 conf
ETFA (2)
Naima Ait Oufroukh, Christian Barat, Etienne Colle
2001 conf
ETFA (2)
Christian Barat, Etienne Colle, Naima Ait Oufroukh
redb/extractors/elf_extractors/elf_exports.py
← Index redb/extractors/elf_extractors/elf_exports.py python
import inspect
from datetime import datetime, timezone
from typing import Any, List, Set

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 ELFExport


class ELFExportExtractor(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_exports = None
        self.elastic_index = self.index_prefix + "-elf_exports"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def _get_exported_functions_from_symbols(self, elf) -> Set[str]:
        """Extract exported functions from symbol tables."""
        exported_functions = set()

        try:
            # Check both static (.symtab) and dynamic (.dynsym) symbol tables
            symbol_sections = ['.symtab', '.dynsym']

            for section_name in symbol_sections:
                section = elf.get_section_by_name(section_name)
                if not section or not hasattr(section, 'iter_symbols'):
                    continue

                for symbol in section.iter_symbols():
                    # Check if symbol is exported (defined and globally visible)
                    if (symbol.name and
                        symbol.entry.get('st_shndx', 0) != 'SHN_UNDEF' and  # Not undefined
                        symbol.entry.get('st_info', {}).get('bind') in ['STB_GLOBAL', 'STB_WEAK'] and  # Global or weak binding
                        symbol.entry.get('st_info', {}).get('type') in ['STT_FUNC', 'STT_OBJECT']):  # Function or object

                        # Additional checks for meaningful exports
                        if (symbol.entry.get('st_value', 0) > 0 or  # Has a value
                            symbol.entry.get('st_size', 0) > 0):    # Has a size
                            exported_functions.add(symbol.name)

        except Exception as e:
            self.log.error(f"Error extracting exported functions from symbols: {e}")

        return exported_functions

    def _get_exported_functions_from_dynamic_section(self, elf) -> Set[str]:
        """Extract exported functions information from dynamic section."""
        exported_functions = set()

        try:
            # Get the dynamic section
            dynamic_section = elf.get_section_by_name('.dynamic')
            if not dynamic_section:
                return exported_functions

            # Look for version definition sections that might indicate exports
            # This is complementary to symbol table analysis
            for tag in dynamic_section.iter_tags():
                if tag.entry.d_tag == 'DT_SONAME':
                    # If it has a SONAME, it's likely a shared library with exports
                    # The actual exports are still found in symbol tables
                    pass

        except Exception as e:
            self.log.error(f"Error extracting exports from dynamic section: {e}")

        return exported_functions

    def _filter_meaningful_exports(self, exports: Set[str]) -> Set[str]:
        """Filter out compiler-generated and internal symbols to focus on meaningful exports."""
        filtered_exports = set()

        # Common patterns to exclude (compiler-generated, internal symbols)
        exclude_patterns = [
            '_start',
            '_init',
            '_fini',
            '__libc_',
            '__gmon_start__',
            '_IO_stdin_used',
            '__data_start',
            '__bss_start',
            '_edata',
            '_end',
            '__TMC_END__',
            '_ITM_deregisterTMCloneTable',
            '_ITM_registerTMCloneTable',
            '__cxa_finalize',
            '__gxx_personality_v0',
            '_Jv_RegisterClasses'
        ]

        for export in exports:
            # Skip empty or very short names
            if not export or len(export) < 2:
                continue

            # Skip symbols that match exclude patterns
            skip = False
            for pattern in exclude_patterns:
                if export.startswith(pattern):
                    skip = True
                    break

            # Skip symbols that look like internal mangled names (but keep reasonable C++ names)
            if export.startswith('_Z') and len(export) > 50:  # Very long mangled names
                skip = True

            if not skip:
                filtered_exports.add(export)

        return filtered_exports

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

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

            def extract_data(elf):
                # Extract exported functions from multiple sources
                exported_functions = set()

                # From symbol tables (primary source)
                symbol_exports = self._get_exported_functions_from_symbols(elf)
                exported_functions.update(symbol_exports)

                # From dynamic section (supplementary)
                dynamic_exports = self._get_exported_functions_from_dynamic_section(elf)
                exported_functions.update(dynamic_exports)

                # Filter out compiler-generated and internal symbols
                meaningful_exports = self._filter_meaningful_exports(exported_functions)

                # Convert to sorted list for consistent output
                export_functions_list = sorted(list(meaningful_exports))

                # Return ELFExport dataclass
                return ELFExport(
                    elf_exports_total=len(export_functions_list),
                    elf_export_functions=export_functions_list,
                )

            if not self._is_elf_file():
                return None

            result = self._with_elf_file(extract_data)
            if result is None:
                return None

            self.elf_exports = result
            return self.elf_exports

        except Exception as e:
            self.log.error(f"Error extracting ELF exports {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_exports
        elif exporter_type == "ClickHouseExporter":
            try:
                if not self.elf_exports:
                    return None

                # Prepare data array
                data = [[
                    self.sha256,
                    self.md5,
                    self.sha1,
                    self.elf_exports.elf_exports_total,
                    self.elf_exports.elf_export_functions,
                    datetime.now(timezone.utc)
                ]]

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'elf_exports_total',
                    'elf_export_functions',
                    'analysis_date'
                ]

                if not data:
                    return None

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    'UInt32',
                    'Array(LowCardinality(String))',
                    'DateTime64(3, \'UTC\')'
                ]

                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_exports"