Xiaobin Huang

38 papers A* 5B 1C 3Journal 21Unranked 8
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Zilong Huang, Jun He, Xiaobin Huang, Ziyi Xiong, Yang Luo, Junyan Ye, Weijia Li, Yiping Chen, Ting Han
2025 J jnl
IEEE Trans. Evol. Comput.
Liang Zhao, Xiaobin Huang, Chao Qian, Qingfu Zhang
2025 A* conf
AAAI
Erlong Liu, Yu-Chang Wu, Xiaobin Huang, Chengrui Gao, Ren-Jian Wang, Ke Xue, Chao Qian
2025 J jnl
CoRR
Erlong Liu, Yu-Chang Wu, Xiaobin Huang, Chengrui Gao, Ren-Jian Wang, Ke Xue, Chao Qian
2024 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Shi Qu, Cangzhen Meng, Hongbin Jin, Xiaobin Huang, Lujun Feng
2024 J jnl
Sensors
Yuanhang Jin, Xiaosheng Liu, Xiaobin Huang
2024 J jnl
CoRR
Yaning Zhang, Zitong Yu, Xiaobin Huang, Linlin Shen, Jianfeng Ren
2024 J jnl
IEEE Trans. Inf. Forensics Secur.
Yaning Zhang, Zitong Yu, Tianyi Wang, Xiaobin Huang, Linlin Shen, Zan Gao, Jianfeng Ren
2024 A* conf
NeurIPS
Shukuan Wang, Ke Xue, Lei Song, Xiaobin Huang, Chao Qian
2024 J jnl
CoRR
Shukuan Wang, Ke Xue, Lei Song, Xiaobin Huang, Chao Qian
2024 A* conf
ICML
Ke Xue, Rong-Xi Tan, Xiaobin Huang, Chao Qian
2024 J jnl
CoRR
Ke Xue, Rong-Xi Tan, Xiaobin Huang, Chao Qian
2024 J jnl
IEEE Access
Yanbin Weng, Xiaobin Huang, Xiahu Chen, Jing He, Zuochuang Li, Hao Yi
2024 A* conf
AAAI
Xiaobin Huang, Lei Song, Ke Xue, Chao Qian
2023 J jnl
Int. J. Digit. Earth
Youliang Chen, Hanli Xu, Xiangjun Zhang, Peng Gao, Zhigang Xu, Xiaobin Huang
2023 B conf
IJCNN
Xiaobin Huang, Qiufu Li, Linlin Shen, Xingwei Chen
2023 J jnl
CoRR
Xiaobin Huang, Lei Song, Ke Xue, Chao Qian
2023 J jnl
CoRR
Zebin Ma, Yonglin Zou, Xiaobin Huang, Wenjin Yan, Hao Xu, Jiexin Yang, Ying Zhang, Jinqi Huang
2022 conf
UbiSec
Yanbin Weng, Zuochuang Li, Xiaobin Huang, Xiahu Chen
2022 A* conf
NeurIPS
Lei Song, Ke Xue, Xiaobin Huang, Chao Qian
2022 J jnl
CoRR
Lei Song, Ke Xue, Xiaobin Huang, Chao Qian
2022 C conf
CIS
Xiaohan Sun, Yanju Zhang, Xiaobin Huang, Fangzhou Wang, Zugang Mo
2021 conf
CCBR
Xiaobin Huang, Jingtian Xia, Linlin Shen
2017 J jnl
IEEE Trans. Instrum. Meas.
Xiangchen Qian, Yong Yan, Xiaobin Huang, Yonghui Hu
2016 conf
I2MTC
Xiangchen Qian, Xiaobin Huang, Yonghui Hu, Yong Yan
2016 J jnl
IEEE Trans. Veh. Technol.
Jian Xiao, Canhao Xu, Qi Zhang, Xiaobin Huang, Jiayin Qin
2015 J jnl
IEEE Trans. Commun.
Qi Zhang, Xiaobin Huang, Quanzhong Li, Jiayin Qin
2015 J jnl
IEEE Trans. Instrum. Meas.
Yonghui Hu, Lijuan Wang, Xiaobin Huang, Xiangchen Qian, Lingjun Gao, Yong Yan
2015 J jnl
IEEE Signal Process. Lett.
Maoxin Tian, Xiaobin Huang, Qi Zhang, Jiayin Qin
2014 conf
I2MTC
Yonghui Hu, Xiaobin Huang, Xiangchen Qian, Lingjun Gao, Yong Yan
2014 J jnl
IEEE Commun. Lett.
Xiaobin Huang, Jing He, Quanzhong Li, Qi Zhang, Jiayin Qin
2010 conf
ICEGOV
Jun Cheng, Xiaobin Huang, Kai Peng
2009 conf
ICEGOV
Jun Cheng, Xiaobin Huang, Kai Peng
2008 J jnl
J. Documentation
Ziming Liu, Xiaobin Huang
2007 C conf
COCOA
Yan Zhang, Yan Jia, Xiaobin Huang, Bin Zhou, Jian Gu
2007 C conf
CDVE
Yan Zhang, Yan Jia, Xiaobin Huang, Bin Zhou, Jian Gu
2007 conf
ICIC (2)
Yan Zhang, Yan Jia, Xiaobin Huang, Bin Zhou, Jian Gu
2007 conf
Edutainment
Zongjie Wang, Degan Zhang, Aili Li, Xiaobin Huang, Hongtao Peng
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"