Kamil Malinka

41 papers A 1B 1Misc 3Journal 18Unranked 18
YearRankTypeTitle / Venue / Authors
2026 conf
ICAART (4)
Zbynek Licka, Anton Firc, Kamil Malinka
2025 J jnl
Cybersecur.
Anton Firc, Kamil Malinka, Petr Hanácek
2025 conf
ARES (Workshops 2)
Anton Firc, Jan Klusácek, Kamil Malinka
2025 J jnl
CoRR
Anton Firc, Jan Klusácek, Kamil Malinka
2025 conf
BRAINS
Ivan Homoliak, Martin Peresíni, Marek Tamaskovic, Timotej Ponek, Lukás Hellebrandt, Kamil Malinka
2025 J jnl
CoRR
Ivan Homoliak, Martin Peresíni, Marek Tamaskovic, Timotej Ponek, Lukás Hellebrandt, Kamil Malinka
2025 J jnl
EURASIP J. Image Video Process.
Filip Plesko, Tomás Goldmann, Kamil Malinka
2025 J jnl
CoRR
Vojtech Stanek, Karel Srna, Anton Firc, Kamil Malinka
2025 conf
BIOSIG
Vojtech Stanek, Karel Srna, Anton Firc, Kamil Malinka
2025 J jnl
CoRR
Anton Firc, Manasi Chibber, Jagabandhu Mishra, Vishwanath Pratap Singh, Tomi Kinnunen, Kamil Malinka
2025 A conf
INTERSPEECH
Anton Firc, Manasi Chhibber, Jagabandhu Mishra, Vishwanath Pratap Singh, Tomi Kinnunen, Kamil Malinka
2024 B conf
ARES
Andrej Kristofík, Jakub Vostoupal, Kamil Malinka, Frantisek Kasl, Pavel Loutocký
2024 J jnl
EURASIP J. Image Video Process.
Kamil Malinka, Anton Firc, Milan Salko, Daniel Prudký, Karolína Radacovská, Petr Hanácek
2024 conf
HICSS
Martin Peresíni, Tomás Hladký, Kamil Malinka, Ivan Homoliak
2024 Misc conf
SAC
Anton Firc, Kamil Malinka, Petr Hanácek
2024 conf
BIOSIG
Anton Firc, Kamil Malinka, Petr Hanácek
2024 J jnl
CoRR
Anton Firc, Kamil Malinka, Petr Hanácek
2024 J jnl
CoRR
Jakub Res, Ivan Homoliak, Martin Peresíni, Ales Smrcka, Kamil Malinka, Petr Hanácek
2024 conf
ESORICS (1)
Kamil Malinka, Anton Firc, Petr Kaska, Tomás Lapsanský, Oskar Sandor, Ivan Homoliak
2024 Misc conf
SAC
Milan Salko, Anton Firc, Kamil Malinka
2024 J jnl
Comput. Law Secur. Rev.
Jakub Vostoupal, Václav Stupka, Jakub Harasta, Frantisek Kasl, Pavel Loutocký, Kamil Malinka
2024 conf
ITiCSE (1)
Kamil Malinka, Anton Firc, Pavel Loutocký, Jakub Vostoupal, Andrej Kristofík, Frantisek Kasl
2024 J jnl
CoRR
Kamil Malinka, Anton Firc, Pavel Loutocký, Jakub Vostoupal, Andrej Kristofík, Frantisek Kasl
2023 conf
BIOSIG
Daniel Prudký, Anton Firc, Kamil Malinka
2023 J jnl
CoRR
Martin Peresíni, Tomás Hladký, Kamil Malinka, Ivan Homoliak
2023 conf
BIOSIG
Filip Plesko, Tomás Goldmann, Kamil Malinka
2023 conf
Blockchain
Martin Peresíni, Federico Matteo Bencic, Martin Hrubý, Kamil Malinka, Ivan Homoliak
2023 J jnl
CoRR
Martin Peresíni, Ivan Homoliak, Federico Matteo Bencic, Martin Hrubý, Kamil Malinka
2023 conf
ICOIN
Ondrej Hujnak, Kamil Malinka, Petr Hanácek
2023 conf
ICOIN
Jan Zboril, Ondrej Hujnak, Kamil Malinka
2023 conf
ITiCSE (1)
Kamil Malinka, Martin Peresíni, Anton Firc, Ondrej Hujnak, Filip Janus
2023 J jnl
CoRR
Kamil Malinka, Martin Peresíni, Anton Firc, Ondrej Hujnak, Filip Janus
2022 J jnl
IEEE Access
Kamil Malinka, Ondrej Hujnak, Petr Hanácek, Lukás Hellebrandt
2022 J jnl
Commun. ACM
Vashek Matyas, Kamil Malinka, Lydia Kraus, Lenka Knapova, Agata Kruzikova
2022 Misc conf
SAC
Anton Firc, Kamil Malinka
2021 J jnl
CoRR
Martin Peresíni, Federico Matteo Bencic, Kamil Malinka, Ivan Homoliak
2020 J jnl
IEEE Access
Ivan Homoliak, Kamil Malinka, Petr Hanácek
2020 conf
ICCSP
Martin Ocenas, Ivan Homoliak, Petr Hanácek, Kamil Malinka
2019 conf
IEEE ICBC
Lukás Hellebrandt, Ivan Homoliak, Kamil Malinka, Petr Hanácek
2015 conf
MEMICS
Vlasta Stavova, Vashek Matyas, Kamil Malinka
2011 conf
ICCST
Kamil Malinka, Petr Hanácek, Michal Trzos
redb/extractors/macho_extractors/macho_imports.py
← Index redb/extractors/macho_extractors/macho_imports.py python
import inspect
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.macho_extractor import MachOExtractor
from redb.models.dataclasses import MachOImport


class MachOImportExtractor(MachOExtractor):

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

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

    def _extract_imports(self, arch_name=None):
        """Extract import information from the MachO binary for a specific architecture.

        Handles machofile v2026.2.4+ API where get_imported_functions() returns:
        Dict[str, List[Dict]] where each dict has {'name': str, 'sources': [str, ...]}
        """
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            # Get imported functions using API for specific architecture
            imported_functions = self.macho.get_imported_functions(arch=arch_name)
            if not imported_functions:
                return None

            # Keep the library→functions mapping (like PE does)
            library_names = []
            imports_with_mapping = []  # List of {library: [(name, source), ...]}

            for dylib_name, functions in imported_functions.items():
                # v2026.2.4+: dylib_name is already str, but handle bytes for compatibility
                if isinstance(dylib_name, bytes):
                    dylib_name = dylib_name.decode('utf-8', errors='replace')
                library_names.append(dylib_name)

                # Process function entries
                func_list = []
                for func_entry in functions:
                    # v2026.2.4+: func_entry is {'name': str, 'sources': [str, ...]}
                    if isinstance(func_entry, dict):
                        func_name = func_entry.get('name', '')
                        # Join sources if multiple, take first if single
                        sources = func_entry.get('sources', [])
                        import_source = sources[0] if sources else None
                        func_list.append((func_name, import_source))
                    else:
                        # Legacy format: func_entry is str or bytes
                        if isinstance(func_entry, bytes):
                            func_entry = func_entry.decode('utf-8', errors='replace')
                        func_list.append((func_entry, None))

                imports_with_mapping.append({dylib_name: func_list})

            # Count total functions
            total_functions = sum(len(list(d.values())[0]) for d in imports_with_mapping)

            # Create import dataclass with mapping preserved
            macho_import = MachOImport(
                macho_imports_total=total_functions,
                macho_import_libraryName=library_names if library_names else None,
                macho_import_functions=imports_with_mapping if imports_with_mapping else None
            )

            return macho_import

        except Exception as e:
            self.log.error(f"Error extracting MachO imports for arch {arch_name}: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            # Get architectures (macho is already parsed in base class)
            architectures = self.macho.get_architectures()
            if len(architectures) > 1:
                # FAT binary - return list of imports for each architecture
                results = []
                for arch_name in architectures:
                    imports = self._extract_imports(arch_name)
                    if imports:
                        imports.arch_identifier = arch_name
                        results.append(imports)
                return results
            else:
                # Single architecture - return single result
                return self._extract_imports(architectures[0] if architectures else None)
        except Exception as e:
            self.log.error(f"Error extracting MachO imports: {e}")
            return None

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

            # Get architectures (macho is already parsed in base class)
            try:
                architectures = self.macho.get_architectures()
                is_fat = len(architectures) > 1
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            # Flatten the data - one row per function import (like PE imports)
            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_header_raw = self.macho.get_macho_header(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                    arch_cputype_raw = arch_header_raw.get('cputype', 0) if arch_header_raw else 0
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific data for {arch_name}: {e}")
                    arch_sha256 = self.sha256
                    arch_cputype_raw = 0

                # Get imports for this architecture
                macho_import = self._extract_imports(arch_name)
                if not macho_import or not macho_import.macho_import_functions:
                    continue

                # Flatten to one row per (library, function) pair
                for lib_funcs in macho_import.macho_import_functions:
                    for lib, funcs in lib_funcs.items():
                        for func_name, import_source in funcs:
                            data.append([
                                arch_sha256,        # sha256 (arch-specific)
                                lib,                # library_name
                                func_name,          # function_name
                                import_source,      # import_source (chained_fixups, bind_opcodes, symtab)
                                current_time,       # analysis_date
                            ])

            column_names = [
                'sha256',
                'library_name', 'function_name', 'import_source',
                'analysis_date'
            ]

            if not data:
                return None

            column_type_names = [
                'FixedString(64)',
                'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(Nullable(String))',
                'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)

        return None

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