Wang Zheng

41 papers A* 2A 1Journal 32Unranked 6
YearRankTypeTitle / Venue / Authors
2026 J jnl
Signal Process.
Shengheng Liu, Yonghe Shang, Wang Zheng, Peng Liu, Yongming Huang
2025 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Xuan Zhang, Wang Zheng, Zhigang Li, Yi Yang, Weijia Liu, Hongxin Cai, Junru Zhu, Jingyu Liu, Bin Hu, Qunxi Dong
2025 J jnl
Int. J. Hum. Comput. Interact.
Xiaohui Wang, Lewis Nitschinsk, Zheng Zhang, Zhaoyang Xie, Mingqin Guo, Wang Zheng
2025 J jnl
IEEE Trans. Comput. Soc. Syst.
Qunxi Dong, Wang Zheng, Fuze Tian, Lixian Zhu, Kun Qian, Jingyu Liu, Xuan Zhang
2025 J jnl
Inf. Fusion
Zhe Sun, Wang Zheng, Pengfei Guo, Mingyang Wang
2024 A* conf
EMNLP
Zhihao Wang, Shiyu Liu, Jianheng Huang, Wang Zheng, Yixuan Liao, Xiaoxin Chen, Junfeng Yao, Jinsong Su
2024 J jnl
Pattern Recognit.
Zhe Sun, Panpan Wang, Wang Zheng, Meng Zhang
2024 J jnl
Signal Process.
Xin Lai, Xiaofei Zhang, Wang Zheng, Jianfeng Li, Fuhui Zhou
2024 conf
PEAI
Wang Zheng, Sang Da, Dajun Shi, Cheng Cheng
2024 J jnl
Entertain. Comput.
Wang Zheng
2024 J jnl
Neural Networks
Zhe Sun, Wang Zheng, Pengfei Guo
2024 J jnl
Neural Networks
Zhe Sun, Wang Zheng, Mingyang Wang
2023 J jnl
IEEE Trans. Wirel. Commun.
Xinghua Jia, Peng Liu, Wangdong Qi, Shengheng Liu, Yongming Huang, Wang Zheng, Mengguan Pan, Xiaohu You
2023 conf
CSAI
Wang Zheng, Wang Xin, Feng Gu, Lin Sun
2022 A* conf
ICRA
Chongyu Zhao, Wenzhi Guo, Rongwei Wen, Wang Zheng, Wu Chuan
2022 J jnl
IEEE Trans. Veh. Technol.
Xin Lai, Xiaofei Zhang, Wang Zheng, Penghui Ma
2021 J jnl
J. Intell. Fuzzy Syst.
Wang Zheng
2021 J jnl
Comput. Appl. Eng. Educ.
Wang Zheng, BalaAnand Muthu, Seifedine Nimer Kadry
2021 conf
EBIMCS
Wang Zheng, Xiaoping Liu
2020 conf
SAM
Xiaofei Zhang, Yunfei Wang, Wang Zheng
2020 J jnl
Multidimens. Syst. Signal Process.
Yunfei Wang, Wang Zheng, Xiaofei Zhang, Jinqing Shen
2020 J jnl
Wirel. Pers. Commun.
Cheng Wang, Wang Zheng, Pan Gong, Zheng Li
2020 J jnl
IEEE Trans. Signal Process.
Wang Zheng, Xiaofei Zhang, Yunfei Wang, Jinqing Shen, Benoît Champagne
2020 J jnl
IEEE Commun. Lett.
Yunfei Wang, Wei Wu, Xiaofei Zhang, Wang Zheng
2020 J jnl
Wirel. Pers. Commun.
Zhan Shi, Xiaofei Zhang, Wang Zheng
2019 J jnl
IEEE Trans. Veh. Technol.
Wang Zheng, Xiaofei Zhang, Yunfei Wang, Mengjie Zhou, Qihui Wu
2019 J jnl
IET Signal Process.
Tanveer Ahmed, Xiaofei Zhang, Wang Zheng, Gong Pan
2019 J jnl
Multidimens. Syst. Signal Process.
Xiaofei Zhang, Wang Zheng, Weiyang Chen, Zhan Shi
2018 J jnl
IEEE Commun. Lett.
Wang Zheng, Xiaofei Zhang, Pan Gong, Hui Zhai
2018 J jnl
IEEE Access
Hui Zhai, Xiaofei Zhang, Wang Zheng, Gong Pan
2018 J jnl
IEEE Commun. Lett.
Xiaofei Zhang, Weiyang Chen, Wang Zheng, Zhongxi Xia, Yunfei Wang
2018 J jnl
Wirel. Pers. Commun.
Zhan Shi, Le Xu, Wang Zheng
2018 J jnl
IEEE Access
Wang Zheng, Xiaofei Zhang, Le Xu, Jianxiong Zhou
2017 J jnl
IEEE Commun. Lett.
Wang Zheng, Xiaofei Zhang, Hui Zhai
2017 J jnl
IEEE Access
Wang Zheng, Xiaofei Zhang, Junpeng Shi
2017 conf
WCSP
Pan Gong, Xiaofei Zhang, Junpeng Shi, Wang Zheng
2016 A conf
DATE
Muhammad Teguh Satria, Swathi T. Gurumani, Wang Zheng, Keng Peng Tee, Augustine Koh, Pan Yu, Kyle Rupnow, Deming Chen
2013 conf
EIDWT
Ding Yong, Wang Zheng, Xinguo Li
2008 J jnl
IEEE Trans. Reliab.
Wang Zheng, Xie Liyang
2007 J jnl
Int. J. Bifurc. Chaos
Maoan Han, Desheng Shang, Wang Zheng, Pei Yu
1998 J jnl
IEEE Trans. Broadcast.
Wang Zheng, Shen Zhi-Guang
redb/extractors/macho_extractors/macho_features.py
← Index redb/extractors/macho_extractors/macho_features.py python
import inspect
import json
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 MachO


class MachOFeaturesExtractor(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_features"
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def _extract_macho_features_for_arch(self, arch_name):
        """Extract basic MachO features for a specific architecture."""
        self.log.debug(inspect.currentframe().f_code.co_name)

        if not self.macho:
            return None

        try:
            # Get general info using new API
            general_info = self.macho.get_general_info()
            if not general_info:
                return None

            # Get header info for this specific architecture
            header_raw = self.macho.get_macho_header(arch=arch_name)
            header_formatted = self.macho.get_macho_header(arch=arch_name, formatted=True)

            if not header_raw or not header_formatted:
                return None

            # Get entry point using new API
            entry_point = None
            try:
                entry_point_info = self.macho.get_entry_point(arch=arch_name)
                if entry_point_info:
                    if isinstance(entry_point_info, dict):
                        entry_point = entry_point_info.get('entryoff') or entry_point_info.get('entry_address')
                    else:
                        entry_point = entry_point_info
            except Exception as e:
                self.log.debug(f"No entry point found: {e}")

            # Get UUID using new API
            uuid = None
            try:
                uuid_info = self.macho.get_uuid(arch=arch_name)
                if uuid_info:
                    uuid = str(uuid_info)
            except Exception as e:
                self.log.debug(f"No UUID found: {e}")

            # Get version info using new API with formatting
            version_info = None
            version_info_str = None
            try:
                version_info = self.macho.get_version_info(arch=arch_name)
                version_info_str = self.macho.get_version_info(arch=arch_name, formatted=True)
            except Exception as e:
                self.log.debug(f"No version info found: {e}")

            # Get segments using new API
            segments = self.macho.get_segments(arch=arch_name)
            number_of_segments = len(segments) if segments else 0

            # Get dylib info using new API
            dylib_names = self.macho.get_dylib_names(arch=arch_name)
            number_of_dylibs = len(dylib_names) if dylib_names else 0

            # Count imports using new API
            imported_functions = self.macho.get_imported_functions(arch=arch_name)
            number_of_imports = sum(len(funcs) for funcs in imported_functions.values()) if imported_functions else 0

            # Count exports using new API
            exported_symbols = self.macho.get_exported_symbols(arch=arch_name)
            number_of_exports = sum(len(symbols) for symbols in exported_symbols.values()) if exported_symbols else 0

            # Get unique load command types using new API
            load_commands_set = self.macho.get_load_commands_set(arch=arch_name, formatted=True)
            if isinstance(load_commands_set, set):
                load_commands_set = sorted(list(load_commands_set))

            # Get architectures for listing purposes
            architectures = self.macho.get_architectures()

            # Determine binary properties
            is_64bit = header_raw.get('magic') in [0xFEEDFACF, 0xCFFAEDFE]  # MH_MAGIC_64, MH_CIGAM_64
            is_signed = self._is_signed()
            
            # Create MachO dataclass
            macho_features = MachO(
                # Raw values from new API
                magic=header_raw.get('magic', 0),
                cputype=header_raw.get('cputype', 0),
                cpusubtype=header_raw.get('cpusubtype', 0),
                filetype=header_raw.get('filetype', 0),
                ncmds=header_raw.get('ncmds', 0),
                sizeofcmds=header_raw.get('sizeofcmds', 0),
                flags=header_raw.get('flags', 0),
                architecture=header_raw.get('cputype', 0),  # Use cputype as architecture
                architectures=[arch_info.get('cputype', 0) for arch_info in [self.macho.get_macho_header(arch=arch) for arch in architectures] if arch_info],
                # Human-readable values from formatted API
                magic_str=header_formatted.get('magic', ''),
                cputype_str=header_formatted.get('cputype', ''),
                cpusubtype_str=header_formatted.get('cpusubtype', ''),
                filetype_str=header_formatted.get('filetype', ''),
                flags_str=header_formatted.get('flags', '').split(', ') if header_formatted.get('flags') else [],
                architecture_str=header_formatted.get('cputype', ''),
                architectures_str=[arch_info.get('cputype', '') for arch_info in [self.macho.get_macho_header(arch=arch, formatted=True) for arch in architectures] if arch_info],
                # Additional properties
                is_64bit=is_64bit,
                is_signed=is_signed,
                number_of_load_commands=header_raw.get('ncmds', 0),
                load_commands_set=load_commands_set,
                number_of_segments=number_of_segments,
                number_of_dylibs=number_of_dylibs,
                number_of_imports=number_of_imports,
                number_of_exports=number_of_exports,
                entry_point=entry_point,
                uuid=uuid,
                version_info=version_info,
                version_info_str=version_info_str
            )
            
            return macho_features
            
        except Exception as e:
            self.log.error(f"Error extracting MachO features: {e}")
            return None

    def extract(self):
        self.log.debug(inspect.currentframe().f_code.co_name)
        try:
            if not self.macho:
                return None
            architectures = self.macho.get_architectures()
            if not architectures:
                return None

            # For FAT binaries, return features for all architectures
            # For single arch, return just the single result
            if len(architectures) > 1:
                # FAT binary - return list of features for each architecture
                results = []
                for arch_name in architectures:
                    features = self._extract_macho_features_for_arch(arch_name)
                    if features:
                        # Add architecture identifier to the result
                        if hasattr(features, '__dict__'):
                            # If it's a dataclass, we can access its dict
                            features.arch_identifier = arch_name
                        results.append(features)
                return results
            else:
                # Single architecture - return single result
                return self._extract_macho_features_for_arch(architectures[0])
        except Exception as e:
            self.log.error(f"Error extracting MachO features: {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 __init__)
            try:
                architectures = self.macho.get_architectures()
            except Exception as e:
                self.log.error(f"Could not get architectures: {e}")
                return None

            data = []
            current_time = datetime.now(timezone.utc)

            # Loop through each architecture (1 for single, multiple for FAT)
            for arch_name in architectures:
                # Extract features for this specific architecture
                macho_features = self._extract_macho_features_for_arch(arch_name)
                if not macho_features:
                    continue

                # Get architecture-specific sha256
                try:
                    arch_general_info = self.macho.get_general_info(arch=arch_name)
                    arch_sha256 = arch_general_info.get('SHA256', self.sha256)
                except Exception as e:
                    self.log.warning(f"Could not get arch-specific hash for {arch_name}: {e}")
                    arch_sha256 = self.sha256

                # Architecture field (kept in features table for ORDER BY)
                architecture = macho_features.cputype    # Raw CPU type value

                data.append([
                    arch_sha256,                          # sha256 (architecture-specific)
                    architecture,                         # architecture (raw CPU type)
                    # Raw values
                    macho_features.magic,                 # magic
                    macho_features.cputype,               # cputype
                    macho_features.cpusubtype,            # cpusubtype
                    macho_features.filetype,              # filetype
                    macho_features.ncmds,                 # ncmds
                    macho_features.sizeofcmds,            # sizeofcmds
                    macho_features.flags,                 # flags
                    # Human-readable values
                    macho_features.magic_str,             # magic_str
                    macho_features.cputype_str,           # cputype_str
                    macho_features.cpusubtype_str,        # cpusubtype_str
                    macho_features.filetype_str,          # filetype_str
                    macho_features.flags_str,             # flags_str
                    # Other fields
                    macho_features.is_64bit,              # is_64bit
                    macho_features.is_signed,             # is_signed
                    macho_features.entry_point if macho_features.entry_point else None,           # entry_point
                    macho_features.uuid if macho_features.uuid else None,  # uuid
                    json.dumps(macho_features.version_info) if macho_features.version_info else "{}",  # version_info
                    json.dumps(macho_features.version_info_str) if macho_features.version_info_str else "{}",  # version_info_str
                    macho_features.load_commands_set,     # load_commands_set
                    macho_features.number_of_segments,    # number_of_segments
                    macho_features.number_of_dylibs,      # number_of_dylibs
                    macho_features.number_of_imports,     # number_of_imports
                    macho_features.number_of_exports,     # number_of_exports
                    current_time,                         # analysis_date
                ])

            column_names = [
                'sha256', 'architecture',
                # Raw values
                'magic', 'cputype', 'cpusubtype', 'filetype', 'ncmds', 'sizeofcmds', 'flags',
                # Human-readable values
                'magic_str', 'cputype_str', 'cpusubtype_str', 'filetype_str', 'flags_str',
                # Other fields
                'is_64bit', 'is_signed',
                'entry_point', 'uuid', 'version_info', 'version_info_str', 'load_commands_set',
                'number_of_segments', 'number_of_dylibs', 'number_of_imports', 'number_of_exports',
                'analysis_date'
            ]

            if not data:
                return None

            column_type_names = [
                'FixedString(64)', 'Nullable(UInt32)',
                # Raw values
                'UInt32', 'UInt32', 'UInt32', 'UInt32', 'UInt32', 'UInt32', 'UInt32',
                # Human-readable values
                'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(String)', 'LowCardinality(String)', 'Array(LowCardinality(String))',
                # Other fields
                'UInt8', 'UInt8',
                'Nullable(UInt64)', 'Nullable(String)', 'JSON', 'JSON', 'Array(Nullable(String))',
                'UInt32', 'UInt32', 'UInt32', 'UInt32', 'DateTime64(3, \'UTC\')'
            ]

            return (data, column_names, column_type_names)
        
        return None

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