Kaixin Wang

98 papers A* 18A 2B 2C 2Journal 64Unranked 10
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Samuel Garcin, Thomas Walker, Steven McDonagh, Tim Pearce, Hakan Bilen, Tianyu He, Kaixin Wang, Jiang Bian
2026 J jnl
IEEE Trans. Image Process.
Xinwei Xue, Zimeng Xu, Kaixin Wang, Jincheng Yuan, Jingchun Zhou, Chengpei Xu, Xiaoke Shang, Long Ma, Weimin Wang
2026 J jnl
CoRR
Lior Cohen, Ofir Nabati, Kaixin Wang, Navdeep Kumar, Shie Mannor
2026 J jnl
CoRR
Kaixin Wang, Kaiqiang Yu, Cheng Long
2025 J jnl
CoRR
Yucen Wang, Fengming Zhang, De-Chuan Zhan, Li Zhao, Kaixin Wang, Jiang Bian
2025 J jnl
CoRR
Kaixin Wang, Tianlin Li, Xiaoyu Zhang, Aishan Liu, Xianglong Liu, Ziqi Liu, Zhiqiang Zhang, Jun Zhou, Bin Shi
2025 J jnl
CoRR
Rushuai Yang, Zhiyuan Feng, Tianxiang Zhang, Kaixin Wang, Chuheng Zhang, Li Zhao, Xiu Su, Yi Chen, Jiang Bian
2025 J jnl
CoRR
Zizhao Wang, Kaixin Wang, Li Zhao, Peter Stone, Jiang Bian
2025 J jnl
Circuits Syst. Signal Process.
Xingpeng Zhang, Sijing Wu, Qiuli Wang, Kaixin Wang
2025 J jnl
CoRR
Kaiqiang Yu, Kaixin Wang, Cheng Long, Laks V. S. Lakshmanan, Reynold Cheng
2025 J jnl
Proc. ACM Manag. Data
Kaiqiang Yu, Kaixin Wang, Cheng Long, Laks V. S. Lakshmanan, Reynold Cheng
2025 J jnl
Int. J. Appl. Earth Obs. Geoinformation
Zongwen Shi, Chengyi Zhao, Kaixin Wang, Xiangkui Kong, Jianting Zhu
2025 J jnl
CoRR
Chuheng Zhang, Rushuai Yang, Xiaoyu Chen, Kaixin Wang, Li Zhao, Yi Chen, Jiang Bian
2025 A* conf
ICML
Bingyi Kang, Yang Yue, Rui Lu, Zhijie Lin, Yang Zhao, Kaixin Wang, Gao Huang, Jiashi Feng
2025 J jnl
Multim. Syst.
Xingpeng Zhang, Peng Guo, Qiuli Wang, Kaixin Wang, Sijing Wu, Jing Xu, Yang Yu
2025 J jnl
CoRR
Chaojia Yu, Kaixin Wang, Junle Li, Jingjie Wang
2025 J jnl
J. Supercomput.
Xingpeng Zhang, Jing Xu, Dong He, Kaixin Wang, Liping Wang
2025 J jnl
CoRR
Lior Cohen, Kaixin Wang, Bingyi Kang, Uri Gadot, Shie Mannor
2025 A* conf
ICDE
Kaixin Wang, Kaiqiang Yu, Cheng Long
2025 J jnl
CoRR
Zaitian Wang, Jian He, Yu Liang, Xiyuan Hu, Tianhao Peng, Kaixin Wang, Jiakai Wang, Chenlong Zhang, Weili Zhang, Shuang Niu, Xiaoyang Xie
2025 J jnl
KSII Trans. Internet Inf. Syst.
Zhiqiang Wang, Qianli Huang, Kaixin Wang, Junlai Luo, Zhenguo Dong
2025 J jnl
IEEE Trans. Software Eng.
Yihao Qin, Shangwen Wang, Yiling Lou, Jinhao Dong, Kaixin Wang, Xiaoling Li, Xiaoguang Mao
2025 J jnl
CoRR
Gabriela Bourla, Kaixin Wang, Fan Wei, Runtian Zhou
2025 J jnl
CoRR
Kaixin Wang, Tianlin Li, Xiaoyu Zhang, Chong Wang, Weisong Sun, Yang Liu, Bin Shi
2025 J jnl
CoRR
Shaocheng Yan, Pengcheng Shi, Zhenjun Zhao, Kaixin Wang, Kuang Cao, Ji Wu, Jiayuan Li
2025 J jnl
CoRR
Chuheng Zhang, Tim Pearce, Pushi Zhang, Kaixin Wang, Xiaoyu Chen, Wei Shen, Li Zhao, Jiang Bian
2025 J jnl
CoRR
Xiaoyu Chen, Hangxing Wei, Pushi Zhang, Chuheng Zhang, Kaixin Wang, Yanjiang Guo, Rushuai Yang, Yucen Wang, Xinquan Xiao, Li Zhao, Jianyu Chen, Jiang Bian
2024 J jnl
CoRR
Yihao Qin, Shangwen Wang, Yiling Lou, Jinhao Dong, Kaixin Wang, Xiaoling Li, Xiaoguang Mao
2024 A* conf
ICML
Uri Gadot, Kaixin Wang, Navdeep Kumar, Kfir Yehuda Levy, Shie Mannor
2024 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Jiabao Niu, Jike Chen, Yufu Zang, Kaixin Wang, Decheng Ni, Zhigang Xu, Peibin Wang
2024 J jnl
Image Vis. Comput.
Kaixin Wang, Shengben Zhang, Zhiyuan Wei, Xinle Fang, Feng Liu, Min Han, Mi Du
2024 conf
ICONIP (1)
Lei Yang, Yuhan Jiang, Kaixin Wang, Pinjie Zhao, Kangshun Li
2024 A* conf
ICML
Navdeep Kumar, Kaixin Wang, Kfir Yehuda Levy, Shie Mannor
2024 J jnl
Proc. ACM Manag. Data
Kaixin Wang, Kaiqiang Yu, Cheng Long
2024 A* conf
ICSE
Xueying Du, Mingwei Liu, Kaixin Wang, Hanlin Wang, Junwei Liu, Yixuan Chen, Jiayi Feng, Chaofeng Sha, Xin Peng, Yiling Lou
2024 J jnl
Proc. ACM Softw. Eng.
Zhiqiang Yuan, Mingwei Liu, Shiji Ding, Kaixin Wang, Yixuan Chen, Xin Peng, Yiling Lou
2024 J jnl
CoRR
Bingyi Kang, Yang Yue, Rui Lu, Zhijie Lin, Yang Zhao, Kaixin Wang, Gao Huang, Jiashi Feng
2024 A* conf
NeurIPS
Zhenxiong Tan, Kaixin Wang, Xinchao Wang
2024 A* conf
ICML
Lior Cohen, Kaixin Wang, Bingyi Kang, Shie Mannor
2024 J jnl
CoRR
Lior Cohen, Kaixin Wang, Bingyi Kang, Shie Mannor
2024 J jnl
CoRR
Junwei Liu, Kaixin Wang, Yixuan Chen, Xin Peng, Zhenpeng Chen, Lingming Zhang, Yiling Lou
2024 conf
Tiny Papers @ ICLR
Navdeep Kumar, Kaixin Wang, Uri Gadot, Kfir Yehuda Levy, Shie Mannor
2024 J jnl
CoRR
Kaixin Wang, Kaiqiang Yu, Cheng Long
2024 conf
KSEM (1)
Hongpu Liu, Jingfei Jiang, Kaixin Wang, Lingshu Kong, Jingshu Wang
2024 conf
ICPR (8)
Lei Yang, Pinjie Zhao, Kaixin Wang, Yuhan Jiang, Kangshun Li
2024 conf
Tiny Papers @ ICLR
Navdeep Kumar, Kaixin Wang, Utkarsh Pratiush, Kfir Yehuda Levy, Shie Mannor
2024 J jnl
CoRR
Xueying Du, Geng Zheng, Kaixin Wang, Jiayi Feng, Wentai Deng, Mingwei Liu, Bihuan Chen, Xin Peng, Tao Ma, Yiling Lou
2023 J jnl
CoRR
Navdeep Kumar, Kfir Levy, Kaixin Wang, Shie Mannor
2023 J jnl
Remote. Sens.
Kaixin Wang, Jiandi Feng, Zhenzhen Zhao, Baomin Han
2023 J jnl
CoRR
Zhenxiong Tan, Kaixin Wang, Xinchao Wang
2023 J jnl
CoRR
Xueying Du, Mingwei Liu, Kaixin Wang, Hanlin Wang, Junwei Liu, Yixuan Chen, Jiayi Feng, Chaofeng Sha, Xin Peng, Yiling Lou
2023 J jnl
CoRR
Kaixin Wang, Kaiqiang Yu, Cheng Long
2023 J jnl
CoRR
Zhiqiang Yuan, Yiling Lou, Mingwei Liu, Shiji Ding, Kaixin Wang, Yixuan Chen, Xin Peng
2023 A* conf
ICML
Kaixin Wang, Daquan Zhou, Jiashi Feng, Shie Mannor
2023 A* conf
ICML
Kaixin Wang, Kuangqi Zhou, Jiashi Feng, Bryan Hooi, Xinchao Wang
2023 A* conf
ICDE
Kaixin Wang, Cheng Long, Da Yan, Jie Zhang, H. V. Jagadish
2023 A* conf
ICLR
Kaixin Wang, Kuangqi Zhou, Bingyi Kang, Jiashi Feng, Shuicheng Yan
2023 J jnl
CoRR
Kaixin Wang, Uri Gadot, Navdeep Kumar, Kfir Levy, Shie Mannor
2023 J jnl
IEEE Trans. Knowl. Data Eng.
Kaixin Wang, Cheng Long, Darrell Joshua Ong, Jie Zhang, Xue-Ming Yuan
2022 conf
ICIT
Renfang Wen, Jian Chen, Linhuang Wu, Kaixin Wang
2022 conf
CSSE
Hui Hong, Mingsen He, Kaixin Wang, Linhuang Wu
2022 J jnl
CoRR
Navdeep Kumar, Kfir Levy, Kaixin Wang, Shie Mannor
2022 A* conf
ACM Multimedia
Shuai Li, Kaixin Wang, Yanbo Gao, Xun Cai, Mao Ye
2022 conf
LoG
Kuangqi Zhou, Kaixin Wang, Jian Tang, Jiashi Feng, Bryan Hooi, Peilin Zhao, Tingyang Xu, Xinchao Wang
2022 conf
ICIT
Kaixin Wang, Linhuang Wu, Shihao Zhang, Renfang Wen
2022 J jnl
CoRR
Navdeep Kumar, Kaixin Wang, Kfir Levy, Shie Mannor
2022 J jnl
CoRR
Kaixin Wang, Kuangqi Zhou, Jiashi Feng, Bryan Hooi, Xinchao Wang
2022 J jnl
CoRR
Kaixin Wang, Cheng Long, Da Yan, Jie Zhang, H. V. Jagadish
2022 A* conf
NeurIPS
Fengzhuo Zhang, Boyi Liu, Kaixin Wang, Vincent Y. F. Tan, Zhuoran Yang, Zhaoran Wang
2022 J jnl
CoRR
Fengzhuo Zhang, Boyi Liu, Kaixin Wang, Vincent Y. F. Tan, Zhuoran Yang, Zhaoran Wang
2022 A* conf
ICML
Kaixin Wang, Navdeep Kumar, Kuangqi Zhou, Bryan Hooi, Jiashi Feng, Shie Mannor
2022 J jnl
CoRR
Kaixin Wang, Navdeep Kumar, Kuangqi Zhou, Bryan Hooi, Jiashi Feng, Shie Mannor
2022 J jnl
CoRR
Kuangqi Zhou, Kaixin Wang, Jiashi Feng, Jian Tang, Tingyang Xu, Xinchao Wang
2021 C conf
CSCWD
Chunjiang Zhang, Kaixin Wang, Qingji Ma, Xinyu Li, Liang Gao
2021 conf
CCIR
Kaixin Wang, Xiujuan Xu, Yu Liu, Zhehuan Zhao
2021 A conf
SDM
Kaixin Wang, Cheng Long, Yongxin Tong, Jie Zhang, Yi Xu
2021 J jnl
Int. J. Wavelets Multiresolution Inf. Process.
Zhitao Zhuang, Kaixin Wang
2021 A* conf
ICML
Kaixin Wang, Kuangqi Zhou, Qixin Zhang, Jie Shao, Bryan Hooi, Jiashi Feng
2021 J jnl
CoRR
Kaixin Wang, Kuangqi Zhou, Qixin Zhang, Jie Shao, Bryan Hooi, Jiashi Feng
2021 A conf
CIKM
Kuangqi Zhou, Yanfei Dong, Kaixin Wang, Wee Sun Lee, Bryan Hooi, Huan Xu, Jiashi Feng
2020 B conf
IJCNN
Yanyun Tao, Guoqi Yue, Kaixin Wang, Yuzhen Zhang, Bin Jiang
2020 A* conf
NeurIPS
Kaixin Wang, Bingyi Kang, Jie Shao, Jiashi Feng
2020 J jnl
CoRR
Kaixin Wang, Bingyi Kang, Jie Shao, Jiashi Feng
2020 A* conf
ICLR
Daquan Zhou, Xiaojie Jin, Qibin Hou, Kaixin Wang, Jianchao Yang, Jiashi Feng
2019 J jnl
CoRR
Daquan Zhou, Xiaojie Jin, Kaixin Wang, Jianchao Yang, Jiashi Feng
2019 B conf
CEC
Yanyun Tao, Kaixin Wang, Yuzhen Zhang
2019 J jnl
IEEE Access
Yu Liang, Wenjun Wu, Kaixin Wang, Chunming Hu
2019 A* conf
ICCV
Kaixin Wang, Jun Hao Liew, Yingtian Zou, Daquan Zhou, Jiashi Feng
2019 J jnl
CoRR
Kaixin Wang, Jun Hao Liew, Yingtian Zou, Daquan Zhou, Jiashi Feng
2018 J jnl
Expert Syst. Appl.
Jiaqi Yan, Kaixin Wang, Yi Liu, Kaiquan Xu, Lele Kang, Xi Chen, Hong Zhu
2017 C conf
ICIS
Jiaqi Yan, Yi Liu, Yani Shi, Kaixin Wang
2016 J jnl
Pervasive Mob. Comput.
Jun Song, Chunling Han, Kaixin Wang, Jian Zhao, Rajiv Ranjan, Lizhe Wang
2011 J jnl
J. Comput. Phys.
Hong Wang, Kaixin Wang
2010 J jnl
J. Comput. Phys.
Hong Wang, Kaixin Wang, Treena Sircar
2010 J jnl
SIAM J. Numer. Anal.
Kaixin Wang, Hong Wang
2010 J jnl
SIAM J. Numer. Anal.
Hong Wang, Kaixin Wang
2007 J jnl
Int. J. Comput. Sci. Math.
Mohamed Al-Lawatia, Kaixin Wang, Aleksey S. Telyakovskiy, Hong Wang
2007 J jnl
SIAM J. Numer. Anal.
Hong Wang, Kaixin Wang
redb/models/dataclasses.py
← Index redb/models/dataclasses.py python
from dataclasses import dataclass, field
from typing import Literal, List, Dict, Optional


@dataclass
class Hash:
    md5: str
    sha1: str
    sha256: str


@dataclass
class Hashes:
    md5: str
    sha1: str
    sha256: str
    ssdeep_hash: str
    tlsh_hash: str
    authentihash: Optional[str] = None  # PE
    imphash: Optional[str] = None  # PE
    impfuzzy: Optional[str] = None  # PE TODO: implement
    typerefhash: Optional[str] = None  # DotNet
    richhash: Optional[str] = None  # PE
    richpe_hash: Optional[str] = None  # PE
    richpv_hash: Optional[str] = None  # PE
    richpv_hash_sorted: Optional[str] = None  # PE
    import_hash: Optional[str] = None  # ELF
    export_hash: Optional[str] = None  # ELF
    section_hash: Optional[str] = None  # ELF
    symbol_hash: Optional[str] = None  # ELF (symhash)
    dynamic_hash: Optional[str] = None  # ELF
    # Mach-O similarity hashes
    macho_dylib_hash: Optional[str] = None  # Mach-O: MD5 of sorted dylib names
    macho_import_hash: Optional[str] = None  # Mach-O: MD5 of sorted imported function names
    macho_export_hash: Optional[str] = None  # Mach-O: MD5 of sorted exported symbol names
    macho_entitlement_hash: Optional[str] = None  # Mach-O: MD5 of sorted entitlement names/values
    macho_symhash: Optional[str] = None  # Mach-O: MD5 of external undefined symbols
    # APK similarity hashes
    permhash: Optional[str] = None  # APK: SHA-256 of sorted permissions (Mandiant/Google)

@dataclass
class BasicProperties:
    filename: str
    sample_name: str
    filesize: int
    filetype: str
    filetype_mime: str
    filetype_magika: str
    file_entropy: float
    is_packed: Optional[bool] = None
    is_fat: Optional[bool] = None  # True for FAT Mach-O containers only
    child_sha256: Optional[List[str]] = None  # SHA256 hashes of children (FAT slices, zip contents)
    child_architecture: Optional[List[str]] = None  # Architecture names for FAT Mach-O slices
    child_filetype: Optional[List[str]] = None  # Magika filetypes for children (useful for zip archives)
    first_seen: Optional[str] = None  # From catalog_samples, None for local files


@dataclass
class DIEinfo:
    die_full_dump: str  # TODO: fix the ES schema type to have the full object
    die_info: dict = field(default_factory=dict)


@dataclass
class CAPA:
    capa_dump: str
    capabilities: list
    namespaces: list
    attack_dump: str
    tactics: list
    techniques: list
    techniques_id: list
    mbc_dump: str
    mbc_objectives: list
    mbc_behaviors: list
    mbc_behaviors_id: list


@dataclass
class Malcontent:
    """Malcontent analysis results from chainguard-dev/malcontent tool."""
    malcontent_dump: str  # JSON dump of analysis results (unwrapped from Files)
    version: str  # Malcontent tool version
    risk_score: int  # Overall risk score (0-4)
    risk_level: str  # Risk level: LOW, MEDIUM, HIGH, CRITICAL


# @dataclass
# class Strings:
#     # strings_total_unique: int
#     # strings_stored_unique: int
#     # strings: list = field(default_factory=list)
#     # # strings_ranked: list = field(default_factory=list)
#     strings: dict[str, String]

@dataclass
class String:
    string: str # this is basically the key
    string_length: int
    string_entropy: float
    string_frequency: int
    md5: list[str] = field(default_factory=list)
    sha1: list[str] = field(default_factory=list)
    sha256: list[str] = field(default_factory=list)

@dataclass
class Decompiled:
    _id: str
    decompiled_function_name: str
    decompiled_function_address: str
    decompiled_function: str


@dataclass
class PE:
    dos_header: str
    nt_header: str
    optional_header: str
    file_header: str
    magic: str  # pe.OPTIONAL_HEADER.Magic
    entry_point: str  # pe.OPTIONAL_HEADER.AddressOfEntryPoint
    major_linker_version: int  # pe.OPTIONAL_HEADER.MajorLinkerVersion
    minor_linker_version: int  # pe.OPTIONAL_HEADER.MinorLinkerVersion
    target_machine: str  # pe.FILE_HEADER.Machine
    architecture: str
    compilation_time: int
    compilation_time_utc: str
    is_dotnet: bool
    is_signed: bool
    has_overlay: bool
    number_of_sections: int
    number_of_imports: int
    number_of_exports: int
    number_of_resources: int
    type: Literal["DLL", "EXE", "DRIVER"]
    dbg_struct: Optional[str] = None
    dbg_timestamp: Optional[int] = None
    dbg_timestamp_utc: Optional[str] = None
    dbg_pdb_info: Optional[str] = None
    dbg_pdb_info_raw: Optional[str] = None
    tls_struct: Optional[str] = None
    export_timestamp: Optional[int] = None
    rich_header_dump: Optional[dict] = None
    rich_header_parsed: Optional[list] = None
    version_info: Optional[list] = None
    export_library_name: Optional[str] = None
    export_library_name_raw: Optional[str] = None
    export_symbols_list: Optional[list] = None
    tls_callbacks: Optional[list] = None


@dataclass
class PEDotNet:
    dotnet: dict = field(default_factory=dict)


@dataclass
class PEImport:
    pe_imports_total: int
    pe_import_libraryName: Optional[list] = None
    pe_import_functions: Optional[list] = None


@dataclass
class PESection:
    _id: str
    section_entropy: float
    section_sha256: str
    section_md5: str
    section_name: str
    section_name_b64: str
    section_pointer_to_raw_data: str
    section_size: int
    section_v_addr: str
    section_v_addr_hex: str
    section_v_size: int


# @dataclass
# class PESections:
#     sections_total: int
#     sections: list = field(default_factory=list)
#     section: Dict[str, PESection] = field(default_factory=dict)


@dataclass
class PEResource:
    _id: str
    resource_type: str
    resource_entropy: float
    resource_sha256: str
    resource_filetype: str
    resource_magika: str
    resource_language: str
    resource_sub_lang: str
    resource_rva: str
    resource_size: int


# @dataclass
# class PEResources:
#     resources_total: int
#     resources: list = field(default_factory=list)
#     resource: Dict[str, PEResource] = field(default_factory=dict)


@dataclass
class PEOverlay:
    _id: str
    overlay_size: int
    overlay_entropy: float
    overlay_offset: str
    overlay_mimetype: str
    overlay_type: str
    overlay_magika: str
    overlay_sha256: str
    overlay_sha1: str
    overlay_md5: str


@dataclass
class PESigner:
    signer_serial_number: str
    signer_subject: str
    signer_issuer: str
    signer_valid_from: str
    signer_valid_to: str
    signer_thumbprint: str  # sha1
    signer_algorithm: str


@dataclass
class PECertificate:
    certificate_serial_number: str
    certificate_subject: str
    certificate_issuer: str
    certificate_valid_from: str
    certificate_valid_to: str
    certificate_thumbprint: str  # sha1
    certificate_algorithm: str


@dataclass
class PECodeSigningInfo:
    _id: str
    signature_verified: bool
    number_of_certificates: int
    x509_certificates: Optional[list] = None
    signers: Optional[list] = None
    countersigners: Optional[list] = None
    date_signed: Optional[str] = None
    spcSpOpusInfo: Optional[dict] = None


@dataclass
class PEExtraFinding:
    context: str
    finding: Optional[Dict] = None


# @dataclass
# class PECodeSigning:
#     certificates: list = field(default_factory=list)
#     signer_info: list = field(default_factory=list)


@dataclass
class DotNetInconsistencyTests:
    test_dotnet_data_dir_hidden: Optional[bool]
    test_dotnet_fake_types: Optional[bool]
    test_dotnet_extra_data: Optional[bool]
    test_dotnet_invalid_type_ref: Optional[bool]
    test_dotnet_fake_datastreams: Optional[bool]
    test_dotnet_extra_module_table: Optional[bool]
    test_dotnet_extra_assembly_table: Optional[bool]
    test_dotnet_invalid_strings_stream: Optional[bool]
    test_dotnet_streams_mixed_case: Optional[bool]
    test_dotnet_method_def_invalid_table: Optional[bool]
    test_dotnet_max_len_exceeding_strings: Optional[bool]


@dataclass
class PEInconsistencyTests:
    test_rich_header_checksum: Optional[bool]
    test_rich_header_duplicate: Optional[bool]
    test_rich_header_linker: Optional[bool]
    test_rich_header_import_count: Optional[bool]


@dataclass
class YaraRule:
    """
    YARA rule metadata (stored in yara_rules table).

    Fields added during export: rule_id, source_collection, ingested_at, rule_text
    """
    rule_name: str
    rule_tags: List[str]
    rule_meta: Dict[str, str]


@dataclass
class YaraMatch:
    """
    YARA rule match (stored in yara_matches table).

    Fields added during export: sha256, rule_id, scan_date
    """
    rule_name: str
    match_strings: List[str]
# ============================================================================
# ELF Dataclasses
# ============================================================================

@dataclass
class ELFFeatures:
    """Main ELF header and binary properties."""
    # ELF Header data
    ei_class: int  # 1=32-bit, 2=64-bit
    ei_data: int  # 1=Little-endian, 2=Big-endian
    ei_version: int
    ei_osabi: int  # 0=SYSV, 1=HPUX, 2=NETBSD, 3=LINUX, 6=SOLARIS, 9=FREEBSD
    ei_abiversion: int
    e_type: int  # 0=NONE, 1=REL, 2=EXEC, 3=DYN, 4=CORE
    e_machine: int
    e_version: int
    e_entry: int
    e_flags: int
    # Human readable values
    ei_class_str: str
    ei_data_str: str
    ei_osabi_str: str
    e_type_str: str
    e_machine_str: str
    # Binary properties
    is_64bit: int
    is_stripped: int
    is_pie: int
    has_canary: int
    has_nx: int
    has_relro: int
    has_fortify: int
    # Counts
    number_of_segments: int
    number_of_sections: int
    number_of_symbols: int
    number_of_dynamic_symbols: int
    number_of_relocations: int
    number_of_dependencies: int
    # Build information
    gnu_hash_present: int
    has_debug_info: int
    build_id: Optional[str] = None


@dataclass
class ELFDependency:
    """ELF dynamic dependency (DT_NEEDED, DT_SONAME, DT_RPATH, DT_RUNPATH)."""
    dependency_name: str
    dependency_type: int  # 1=NEEDED, 14=SONAME, 15=RPATH, 29=RUNPATH
    dependency_type_str: str  # NEEDED, SONAME, RPATH, RUNPATH


@dataclass
class ELFImport:
    """ELF import information (libraries and functions)."""
    elf_imports_total: int
    elf_import_libraries: List[str] = field(default_factory=list)
    elf_import_functions: List[str] = field(default_factory=list)


@dataclass
class ELFExport:
    """ELF export information (exported functions)."""
    elf_exports_total: int
    elf_export_functions: List[str] = field(default_factory=list)


@dataclass
class ELFSection:
    """ELF section information."""
    section_name: str
    section_type: int  # 0=NULL, 1=PROGBITS, 2=SYMTAB, 3=STRTAB, 4=RELA, 5=HASH, 6=DYNAMIC, 7=NOTE, 8=NOBITS, 9=REL, 11=DYNSYM
    section_type_str: str
    section_flags: int
    section_flags_str: List[str]  # WRITE, ALLOC, EXECINSTR, MERGE, STRINGS, etc.
    section_addr: int
    section_offset: int
    section_size: int
    section_link: int
    section_info: int
    section_addralign: int
    section_entsize: int
    section_entropy: float
    section_sha256: str
    section_md5: str


@dataclass
class ELFSegment:
    """ELF segment (program header) information."""
    segment_type: int  # 0=NULL, 1=LOAD, 2=DYNAMIC, 3=INTERP, 4=NOTE, 5=SHLIB, 6=PHDR, 7=TLS
    segment_type_str: str
    segment_flags: int
    segment_flags_str: List[str]  # READ, WRITE, EXECUTE
    segment_offset: int
    segment_vaddr: int
    segment_paddr: int
    segment_filesz: int
    segment_memsz: int
    segment_align: int
    segment_entropy: float
    segment_sha256: str
    segment_md5: str


@dataclass
class ELFSymbol:
    """ELF symbol information."""
    symbol_name: str
    symbol_value: int
    symbol_size: int
    symbol_type: int  # 0=NOTYPE, 1=OBJECT, 2=FUNC, 3=SECTION, 4=FILE, 5=COMMON, 6=TLS
    symbol_type_str: str
    symbol_bind: int  # 0=LOCAL, 1=GLOBAL, 2=WEAK
    symbol_bind_str: str
    symbol_visibility: int  # 0=DEFAULT, 1=INTERNAL, 2=HIDDEN, 3=PROTECTED
    symbol_visibility_str: str
    symbol_section_index: int  # 0=UNDEF, 65521=ABS, 65522=COMMON, or actual section index
    symbol_section_index_str: str  # UNDEF, ABS, COMMON, or section index as string
    is_dynamic: int  # 0=static (.symtab), 1=dynamic (.dynsym)


@dataclass
class ELFRelocation:
    """ELF relocation information."""
    relocation_offset: int
    relocation_type: int
    relocation_type_str: str
    relocation_symbol_index: int
    relocation_symbol_name: str
    relocation_section: str
    relocation_addend: Optional[int] = None  # Only present in RELA sections


@dataclass
class ELFNote:
    """ELF note information (e.g., build ID, ABI tag)."""
    note_name: str  # e.g., "GNU"
    note_type: int  # e.g., 3 for NT_GNU_BUILD_ID
    note_type_str: str  # e.g., "NT_GNU_BUILD_ID"
    note_desc: str  # Note description/content (hex encoded for binary data)
    note_section: str  # Section or segment where the note was found


# ============================================================================
# Mach-O Dataclasses
# ============================================================================

@dataclass
class MachO:
    """Main Mach-O header and binary properties."""
    # Raw values (for analytics/ML)
    magic: int
    cputype: int
    cpusubtype: int
    filetype: int
    ncmds: int
    sizeofcmds: int
    flags: int
    architecture: int
    architectures: List[int]
    # Human-readable values (for display)
    magic_str: str
    cputype_str: str
    cpusubtype_str: str
    filetype_str: str
    flags_str: List[str]
    architecture_str: str
    architectures_str: List[str]
    # Additional properties
    is_64bit: bool
    is_signed: bool
    number_of_load_commands: int = 0
    load_commands_set: Optional[List[str]] = None
    number_of_segments: int = 0
    number_of_dylibs: int = 0
    number_of_imports: int = 0
    number_of_exports: int = 0
    entry_point: Optional[int] = None
    uuid: Optional[str] = None
    version_info: Optional[dict] = None
    version_info_str: Optional[dict] = None


@dataclass
class MachOSegment:
    """Mach-O segment information."""
    segment_name: str
    segment_vaddr: int
    segment_vsize: int
    segment_offset: int
    segment_size: int
    segment_max_vm_protection: int
    segment_initial_vm_protection: int
    segment_nsects: int
    segment_flags: int
    segment_entropy: float
    segment_sha256: str


@dataclass
class MachOImport:
    """Mach-O import information."""
    macho_imports_total: int
    macho_import_libraryName: Optional[list] = None
    macho_import_functions: Optional[list] = None


@dataclass
class MachOExport:
    """Mach-O export information."""
    macho_exports_total: int
    macho_export_symbols: Optional[list] = None


@dataclass
class MachODylib:
    """Mach-O dynamic library dependency."""
    dylib_name: str
    dylib_timestamp: int
    dylib_current_version: int
    dylib_compat_version: int


@dataclass
class MachOLoadCommand:
    """Mach-O load command."""
    load_command: int
    load_command_str: str
    load_command_size: int


@dataclass
class MachOUniversal:
    """Mach-O Universal/FAT binary information."""
    is_fat: bool
    architecture_count: int
    architectures: List[str]
    architecture_info: List[dict]
    fat_hash: Optional[str] = None
    fat_md5: Optional[str] = None
    fat_sha1: Optional[str] = None


@dataclass
class MachOCertificate:
    """Certificate information extracted from MachO code signature (mirrors PECertificate)."""
    subject: str
    issuer: str
    serial_number: str
    not_before: str
    not_after: str
    thumbprint: str  # SHA-1 (industry standard)
    certificate_type: str  # 'leaf', 'intermediate', 'root'
    order: int
    algorithm: Optional[str] = None
    common_name: Optional[str] = None
    organizational_unit: Optional[str] = None
    organization: Optional[str] = None


@dataclass
class MachOCodeDirectory:
    """Code Directory information from LC_CODE_SIGNATURE (simplified for malware analysis)."""
    identifier: Optional[str] = None  # Bundle ID
    team_id: Optional[str] = None     # Developer team ID
    flags: Optional[int] = None       # CD flags (includes CS_RUNTIME for hardened runtime)
    cd_hash: Optional[str] = None     # SHA-256 hash of the CodeDirectory itself


@dataclass
class MachOCodeSigningInfo:
    """Complete code signing information (mirrors PECodeSigningInfo)."""
    _id: str  # sha256
    signing_type: str  # 'certificate', 'ad-hoc', 'unsigned'
    has_signature: bool  # True if CMS signature structure present (not cryptographic verification)
    number_of_certificates: int
    code_directories: Optional[List[MachOCodeDirectory]] = None
    entitlements: Optional[Dict] = None
    x509_certificates: Optional[List[MachOCertificate]] = None
    date_signed: Optional[str] = None
    arch_identifier: Optional[str] = None  # For FAT binaries
    has_hardened_runtime: bool = False
    has_library_validation: bool = False
    has_runtime_version: bool = False


@dataclass
class MachOEntitlement:
    """Single entitlement entry for database export."""
    key: str
    value_type: str  # 'boolean', 'string', 'array', 'dict'
    value_bool: Optional[bool] = None
    value_string: Optional[str] = None
    value_array: Optional[List[str]] = None


# ============================================================================
# APK Dataclasses
# ============================================================================

@dataclass
class APKFeatures:
    """Core APK metadata and properties."""
    package_name: Optional[str] = None
    app_name: Optional[str] = None
    version_code: Optional[int] = None
    version_name: Optional[str] = None
    min_sdk_version: Optional[int] = None
    target_sdk_version: Optional[int] = None
    compile_sdk_version: Optional[int] = None
    main_activity: Optional[str] = None
    is_debuggable: bool = False
    allow_backup: bool = True
    uses_cleartext_traffic: bool = False
    supported_abis: List[str] = field(default_factory=list)
    dex_count: int = 0
    total_dex_size: int = 0
    total_file_count: int = 0
    has_native_code: bool = False
    has_assets: bool = False
    uses_libraries: List[str] = field(default_factory=list)
    earliest_content_modification: Optional[str] = None  # ISO 8601
    latest_content_modification: Optional[str] = None    # ISO 8601
    contains_embedded_apk: bool = False


@dataclass
class APKManifestComponent:
    """Single Android component (activity, service, receiver, provider)."""
    component_type: str      # "activity", "service", "receiver", "provider"
    class_name: str
    is_exported: bool
    intent_actions: List[str] = field(default_factory=list)
    intent_categories: List[str] = field(default_factory=list)


@dataclass
class APKManifest:
    """Full AndroidManifest.xml analysis."""
    activity_count: int
    service_count: int
    receiver_count: int
    provider_count: int
    activities: List[str] = field(default_factory=list)
    services: List[str] = field(default_factory=list)
    receivers: List[str] = field(default_factory=list)
    providers: List[str] = field(default_factory=list)
    exported_components: List[str] = field(default_factory=list)
    intent_filters_by_action: List[str] = field(default_factory=list)
    intent_filters_by_category: List[str] = field(default_factory=list)
    uses_features: List[str] = field(default_factory=list)
    meta_data: Optional[Dict] = None
    manifest_xml: Optional[str] = None  # Full decompiled XML text


@dataclass
class APKPermission:
    """Single permission entry for ClickHouse export."""
    permission_name: str
    protection_level: str    # "normal", "dangerous", "signature", "signatureOrSystem", "unknown"
    is_custom: bool = False  # True if declared by the app itself


@dataclass
class APKPermissions:
    """APK permission summary."""
    total_permission_count: int
    dangerous_permission_count: int
    permissions: List[str] = field(default_factory=list)
    dangerous_permissions: List[str] = field(default_factory=list)
    custom_permissions: List[str] = field(default_factory=list)
    permission_details: List[APKPermission] = field(default_factory=list)
    permhash: Optional[str] = None


@dataclass
class APKCertificate:
    """X.509 certificate from APK signature."""
    subject: str
    issuer: str
    serial_number: str
    valid_from: str
    valid_to: str
    thumbprint_sha1: str
    thumbprint_sha256: str
    algorithm: Optional[str] = None
    key_size: Optional[int] = None
    is_self_signed: bool = False
    certificate_source_scheme: Optional[str] = None  # 'v1', 'v2', 'v3', or 'v1,v2' etc. when deduplicated


@dataclass
class APKCodeSigningInfo:
    """Complete APK signing information."""
    _id: str  # sha256
    is_signed: bool
    signature_scheme_versions: List[int] = field(default_factory=list)
    number_of_certificates: int = 0
    x509_certificates: Optional[List[APKCertificate]] = None
    apk_signer_subject: Optional[str] = None
    apk_signer_issuer: Optional[str] = None


@dataclass
class APKDexFile:
    """Analysis of a single DEX file."""
    filename: str
    sha256: str
    class_count: int
    method_count: int
    string_count: int
    tlsh: Optional[str] = None
    top_packages: Optional[List[Dict]] = None
    api_usage: Optional[Dict[str, List[str]]] = None
    obfuscation_indicators: Optional[Dict] = None


@dataclass
class APKResource:
    """Embedded resource file entry."""
    path: str
    size: int
    sha256: str
    filetype_magika: str
    entropy: float = 0.0
    is_suspicious: bool = False


@dataclass
class APKNativeLib:
    """Native .so library entry."""
    abi: str
    filename: str
    size: int
    sha256: str
    is_known_packer: bool = False


@dataclass
class APKInconsistencyTests:
    """APK anomaly and anti-analysis detection results."""
    test_zip_bomb: Optional[bool] = None
    test_zip_duplicate_entries: Optional[bool] = None
    test_zip_path_traversal: Optional[bool] = None
    test_zip_suspicious_timestamps: Optional[bool] = None
    test_hidden_dex_files: Optional[bool] = None
    test_manifest_component_mismatch: Optional[bool] = None
    test_debuggable_release: Optional[bool] = None
    test_emulator_detection_strings: Optional[bool] = None
    test_debugger_detection: Optional[bool] = None
    test_root_detection: Optional[bool] = None


# ============================================================================
# APK Code Analysis Dataclasses
# ============================================================================

@dataclass
class APKDecompiledMethodContent:
    """Decompiled Java source for a single method (content table — deduplicated by hash)."""
    decompiled_method_hash: str
    decompiled_method: str
    decompiled_method_type: str
    decompiled_has_string_encryption: bool = False
    decompiled_has_reflection_calls: bool = False
    decompiled_excessive_goto_count: bool = False


@dataclass
class APKDecompiledMethodReference:
    """Links a specific APK to one of its decompiled methods (reference table)."""
    sha256: str
    sha1: str
    md5: str
    decompiled_method_hash: str
    smali_method_hash: Optional[str] = None
    decompiled_class_name: str = ""
    decompiled_method_name: str = ""
    decompiled_method_signature: str = ""
    decompiled_method_prototype: str = ""
    functions_caller: List[str] = field(default_factory=list)
    functions_call: List[str] = field(default_factory=list)


@dataclass
class APKSmaliMethodContent:
    """Smali disassembly for a single method (content table — deduplicated by hash)."""
    smali_method_hash: str
    smali_method: str
    smali_method_type: str
    smali_instructions_count: int = 0
    smali_register_count: int = 0
    smali_has_string_encryption: bool = False
    smali_has_reflection_calls: bool = False
    smali_excessive_goto_count: bool = False
    smali_flattened_score: float = 0.0
    smali_mba_score: float = 0.0


@dataclass
class APKSmaliMethodReference:
    """Links a specific APK to one of its smali methods (reference table)."""
    sha256: str
    sha1: str
    md5: str
    smali_method_hash: str
    decompiled_method_hash: Optional[str] = None
    smali_class_name: str = ""
    smali_method_name: str = ""
    smali_method_signature: str = ""
    ssdeep_smali: Optional[str] = None
    tlsh_smali: Optional[str] = None


@dataclass
class APKMethodSimilarityMetrics:
    """Similarity hashes for method-level clustering (keyed by smali hash)."""
    smali_method_hash: str
    cyclomatic_complexity: Optional[int] = None
    block_count: Optional[int] = None
    edge_count: Optional[int] = None
    loop_count: Optional[int] = None
    max_depth: Optional[int] = None
    max_fan_out: Optional[int] = None
    ssdeep_smali: Optional[str] = None
    tlsh_smali: Optional[str] = None
    ssdeep_smali_normalized: Optional[str] = None
    tlsh_smali_normalized: Optional[str] = None
    minhash: Optional[List[int]] = field(default_factory=list)


@dataclass
class APKCodeAnalysisError:
    """Error encountered during method analysis."""
    sha256: str
    class_name: Optional[str] = None
    method_name: Optional[str] = None
    error_location: str = ""
    error_message: Optional[str] = None
    error_type: Optional[str] = None


# ============================================================================
# JavaScript Dataclasses
# ============================================================================

@dataclass
class JSFeatures:
    """Core JavaScript file metadata and obfuscation metrics."""
    line_count: int = 0
    char_count: int = 0
    text_entropy: float = 0.0
    max_line_length: int = 0
    avg_line_length: float = 0.0
    is_minified: bool = False
    is_likely_obfuscated: bool = False
    obfuscator_name: Optional[str] = None
    obfuscation_score: int = 0
    obfuscation_techniques: List[str] = field(default_factory=list)
    eval_count: int = 0
    function_constructor_count: int = 0
    settimeout_setinterval_count: int = 0
    document_write_count: int = 0
    innerhtml_count: int = 0
    unescape_count: int = 0
    fromcharcode_count: int = 0
    atob_count: int = 0
    decodeuri_count: int = 0
    total_function_count: int = 0
    total_variable_count: int = 0
    max_nesting_depth: int = 0
    avg_identifier_length: float = 0.0
    hex_string_count: int = 0
    unicode_escape_count: int = 0
    long_string_count: int = 0
    base64_string_count: int = 0
    comment_ratio: float = 0.0
    script_type: str = "unknown"
    detected_environment: str = "unknown"