Xiabing Zhou

49 papers A 3B 7C 1Misc 1Journal 18Unranked 17
YearRankTypeTitle / Venue / Authors
2025 B conf
COLING
Qingting Xu, Kaisong Song, Chaoqun Liu, Yangyang Kang, Xiabing Zhou, Jun Lin, Yu Hong
2025 conf
DASFAA (2)
Rui Cao, Xiabing Zhou, Min Zhang, Guodong Zhou
2025 B conf
IJCNN
Xin Ju, Ye Zhang, Xiabing Zhou, Min Zhang
2025 J jnl
IEEE Trans. Affect. Comput.
Fan Yang, Xiabing Zhou, Min Zhang, Guodong Zhou
2025 conf
NLPCC (3)
Chenyan Yang, Xiabing Zhou, Guodong Zhou
2024 J jnl
CoRR
Qian Yong, Chen Chen, Xiabing Zhou
2024 A conf
ECAI
Gongzhen Hu, Yuanjun Liu, Xiabing Zhou, Min Zhang
2024 B conf
IJCNN
Yucheng Yao, Fan Yang, Kaiyue Wang, Xiabing Zhou
2024 conf
PAKDD (1)
Kaiyue Wang, Fan Yang, Yucheng Yao, Xiabing Zhou
2024 A conf
CIKM
Zhipang Wang, Yu Hong, Yuxiang Lu, Xiabing Zhou, Jianmin Yao, Guodong Zhou
2024 conf
KSEM (2)
Xiaoqian Gao, Xiabing Zhou, Rui Cao, Min Zhang
2024 conf
NLPCC (1)
Rui Cao, Xiabing Zhou, Guodong Zhou
2024 B conf
IJCNN
Xiaoqian Gao, Xiabing Zhou, Rui Cao, Min Zhang
2023 conf
KSEM (3)
Fan Yang, Mian Zhang, Gongzhen Hu, Xiabing Zhou
2023 J jnl
CoRR
Fan Yang, Mian Zhang, Gongzhen Hu, Xiabing Zhou
2023 Misc conf
ICASSP
Mian Zhang, Xiabing Zhou, Wenliang Chen, Min Zhang
2023 A conf
EACL
Mian Zhang, Lifeng Jin, Linfeng Song, Haitao Mi, Xiabing Zhou, Dong Yu
2023 J jnl
CoRR
Mian Zhang, Lifeng Jin, Linfeng Song, Haitao Mi, Xiabing Zhou, Dong Yu
2023 conf
EMNLP (Findings)
Haoke Zhang, Yue Wang, Juntao Li, Xiabing Zhou, Min Zhang
2023 J jnl
CoRR
Haoke Zhang, Yue Wang, Juntao Li, Xiabing Zhou, Min Zhang
2023 J jnl
Entropy
Junyi Chen, Yingjie Han, Xiabing Zhou, Hongying Zan, Qinglei Zhou
2022 J jnl
ACM Trans. Asian Low Resour. Lang. Inf. Process.
Hongchao Ma, Zhongqing Wang, Xiabing Zhou, Guodong Zhou, Qinglei Zhou
2022 conf
EMNLP (Findings)
Xiabing Zhou, Renjie Feng, Xiaotong Jiang, Zhongqing Wang
2022 J jnl
ACM Trans. Asian Low Resour. Lang. Inf. Process.
Junyi Chen, Lan Du, Ming Liu, Xiabing Zhou
2022 ed.
NLPCC (1)
Wei Lu, Shujian Huang, Yu Hong, Xiabing Zhou
2022 ed.
NLPCC (2)
Wei Lu, Shujian Huang, Yu Hong, Xiabing Zhou
2022 J jnl
J. Comput. Sci. Technol.
Xiabing Zhou, Zhong-Qing Wang, Xing-Wei Liang, Min Zhang, Guodong Zhou
2021 conf
NLPCC (1)
Nan Chen, Qingrong Xia, Xiabing Zhou, Wenliang Chen, Min Zhang
2021 J jnl
Sci. China Inf. Sci.
Xiabing Zhou, Zhongqing Wang, Min Zhou, Qifa Wang, Shoushan Li, Min Zhang, Guodong Zhou
2020 conf
NLPCC (1)
Tongfeng Guan, Hongying Zan, Xiabing Zhou, Hongfei Xu, Kunli Zhang
2020 J jnl
Complex.
Xi-Yan Li, Xiabing Zhou, Qing-Lei Zhou, Shi-Jing Han, Zheng Liu
2020 J jnl
Secur. Commun. Networks
Xiabing Zhou, Bin Li, Yanrong Qi, Wanying Dong
2020 J jnl
Secur. Commun. Networks
Feng Feng, Xiabing Zhou, Bin Li, Qinglei Zhou
2020 B conf
COLING
Tong Zhu, Haitao Wang, Junjie Yu, Xiabing Zhou, Wenliang Chen, Wei Zhang, Min Zhang
2020 J jnl
CoRR
Tong Zhu, Haitao Wang, Junjie Yu, Xiabing Zhou, Wenliang Chen, Wei Zhang, Min Zhang
2019 conf
EMNLP/IJCNLP (1)
Xiabing Zhou, Zhongqing Wang, Shoushan Li, Guodong Zhou, Min Zhang
2019 J jnl
CoRR
Xiabing Zhou, Zhongqing Wang, Shoushan Li, Guodong Zhou, Min Zhang
2019 conf
NLPCC (2)
Kang Xiao, Xiabing Zhou, Zhongqing Wang, Xiangyu Duan, Min Zhang
2017 J jnl
Neurocomputing
Xiabing Zhou, Haikun Hong, Xingxing Xing, Kaigui Bian, Kunqing Xie, Mingliang Xu
2016 J jnl
Int. J. Pattern Recognit. Artif. Intell.
Xiabing Zhou, Xingxing Xing, Lei Han, Haikun Hong, Kaigui Bian, Kunqing Xie
2015 conf
ITSC
Haikun Hong, Wenhao Huang, Xingxing Xing, Xiabing Zhou, Hongyu Lu, Kaigui Bian, Kunqing Xie
2015 B conf
IJCNN
Wenhao Huang, Haikun Hong, Kaigui Bian, Xiabing Zhou, Guojie Song, Kunqing Xie
2015 conf
FSKD
Xiabing Zhou, Lei Han, Xingxing Xing, Haikun Hong, Wenhao Huang, Kaigui Bian, Kunqing Xie
2015 J jnl
IEEE Trans. Parallel Distributed Syst.
Guojie Song, Xiabing Zhou, Yu Wang, Kunqing Xie
2015 C conf
ICMLA
Haikun Hong, Xiabing Zhou, Wenhao Huang, Xingxing Xing, Fei Chen, Yu Lei, Kaigui Bian, Kunqing Xie
2015 conf
WAIM
Xiabing Zhou, Haikun Hong, Xingxing Xing, Wenhao Huang, Kaigui Bian, Kunqing Xie
2015 B conf
IJCNN
Xiabing Zhou, Wenhao Huang, Ni Zhang, Weisong Hu, Sizhen Du, Guojie Song, Kunqing Xie
2015 conf
FSKD
Haikun Hong, Wenhao Huang, Xiabing Zhou, Sizhen Du, Kaigui Bian, Kunqing Xie
2015 conf
ITSC
Xingxing Xing, Xiabing Zhou, Haikun Hong, Wenhao Huang, Kaigui Bian, Kunqing Xie
redb/extractors/elf_extractors/elf_sections.py
← Index redb/extractors/elf_extractors/elf_sections.py python
import inspect
import hashlib
import math
from collections import Counter
from datetime import datetime, timezone
from typing import Any, List, Dict

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 ELFSection


class ELFSectionExtractor(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_sections = []
        self.elastic_index = self.index_prefix + "-elf_sections"
        self.log.debug(inspect.currentframe().f_code.co_name)

    def _is_empty_result(self, extracted_data) -> bool:
        """
        Override: Empty sections is an ERROR, not a valid empty case.
        A valid ELF file must have sections (at minimum a null section).
        """
        # Always return False - empty sections should be treated as an error
        return False

    def _calculate_entropy(self, data: bytes) -> float:
        """Calculate Shannon entropy of data."""
        if not data:
            return 0.0

        try:
            # Count frequency of each byte
            byte_counts = Counter(data)
            data_len = len(data)

            # Calculate entropy
            entropy = 0.0
            for count in byte_counts.values():
                if count > 0:
                    frequency = count / data_len
                    entropy -= frequency * math.log2(frequency)

            return entropy
        except Exception as e:
            self.log.error(f"Error calculating entropy: {e}")
            return 0.0

    def _map_section_type(self, sh_type_str: str) -> int:
        """Map section type string to enum value."""
        type_map = {
            'SHT_NULL': 0,
            'SHT_PROGBITS': 1,
            'SHT_SYMTAB': 2,
            'SHT_STRTAB': 3,
            'SHT_RELA': 4,
            'SHT_HASH': 5,
            'SHT_DYNAMIC': 6,
            'SHT_NOTE': 7,
            'SHT_NOBITS': 8,
            'SHT_REL': 9,
            'SHT_DYNSYM': 11
        }
        return type_map.get(sh_type_str, 0)

    def _decode_section_flags(self, flags: int) -> List[str]:
        """Decode section flags to human-readable strings."""
        flag_strings = []

        # Common ELF section flags
        if flags & 0x1:  # SHF_WRITE
            flag_strings.append('WRITE')
        if flags & 0x2:  # SHF_ALLOC
            flag_strings.append('ALLOC')
        if flags & 0x4:  # SHF_EXECINSTR
            flag_strings.append('EXECINSTR')
        if flags & 0x10:  # SHF_MERGE
            flag_strings.append('MERGE')
        if flags & 0x20:  # SHF_STRINGS
            flag_strings.append('STRINGS')
        if flags & 0x40:  # SHF_INFO_LINK
            flag_strings.append('INFO_LINK')
        if flags & 0x80:  # SHF_LINK_ORDER
            flag_strings.append('LINK_ORDER')
        if flags & 0x100:  # SHF_OS_NONCONFORMING
            flag_strings.append('OS_NONCONFORMING')
        if flags & 0x200:  # SHF_GROUP
            flag_strings.append('GROUP')
        if flags & 0x400:  # SHF_TLS
            flag_strings.append('TLS')

        return flag_strings if flag_strings else ['NONE']

    def _extract_section_data(self, section) -> Dict:
        """Extract data from a single section."""
        try:
            header = section.header

            # Get section name (handle empty names)
            section_name = section.name if section.name else f"<unnamed_{section.header.get('sh_name', 0)}>"

            # Get section type and map to enum
            sh_type_str = header.get('sh_type', 'SHT_NULL')
            section_type_enum = self._map_section_type(sh_type_str)
            section_type_str = sh_type_str.replace('SHT_', '') if sh_type_str.startswith('SHT_') else sh_type_str

            # Get section properties
            section_flags = header.get('sh_flags', 0)
            section_flags_str = self._decode_section_flags(section_flags)
            section_addr = header.get('sh_addr', 0)
            section_offset = header.get('sh_offset', 0)
            section_size = header.get('sh_size', 0)
            section_link = header.get('sh_link', 0)
            section_info = header.get('sh_info', 0)
            section_addralign = header.get('sh_addralign', 0)
            section_entsize = header.get('sh_entsize', 0)

            # Calculate entropy and hashes for section data
            section_entropy = 0.0
            section_sha256 = ""
            section_md5 = ""

            try:
                if section_size > 0 and section_type_str != 'NOBITS':
                    section_data = section.data()
                    if section_data:
                        # Calculate entropy
                        section_entropy = self._calculate_entropy(section_data)

                        # Calculate hashes
                        section_sha256 = hashlib.sha256(section_data).hexdigest()
                        section_md5 = hashlib.md5(section_data).hexdigest()
            except Exception as e:
                self.log.warning(f"Could not read section '{section_name}' data: {e}")
                section_entropy = 0.0
                section_sha256 = ""
                section_md5 = ""

            return ELFSection(
                section_name=section_name,
                section_type=section_type_enum,
                section_type_str=section_type_str,
                section_flags=section_flags,
                section_flags_str=section_flags_str,
                section_addr=section_addr,
                section_offset=section_offset,
                section_size=section_size,
                section_link=section_link,
                section_info=section_info,
                section_addralign=section_addralign,
                section_entsize=section_entsize,
                section_entropy=section_entropy,
                section_sha256=section_sha256,
                section_md5=section_md5
            )

        except Exception as e:
            self.log.error(f"Error extracting section data: {e}")
            return None

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

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

            def extract_data(elf):
                sections_data = []

                # Iterate through all sections with per-section error handling
                for section_index, section in enumerate(elf.iter_sections()):
                    try:
                        section_data = self._extract_section_data(section)
                        if section_data:
                            sections_data.append(section_data)
                        else:
                            self.log.warning(f"Failed to extract data for section {section_index}")
                    except Exception as e:
                        self.log.warning(f"Error processing section {section_index}: {e}")
                        # Continue processing other sections

                return sections_data

            if not self._is_elf_file():
                return None

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

            self.elf_sections = result
            return self.elf_sections

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

                # Prepare data arrays for all sections
                data = []
                current_time = datetime.now(timezone.utc)
                for section in self.elf_sections:
                    row = [
                        self.sha256,
                        self.md5,
                        self.sha1,
                        section.section_name,
                        section.section_type,
                        section.section_type_str,
                        section.section_flags,
                        section.section_flags_str,
                        section.section_addr,
                        section.section_offset,
                        section.section_size,
                        section.section_link,
                        section.section_info,
                        section.section_addralign,
                        section.section_entsize,
                        section.section_entropy,
                        section.section_sha256,
                        section.section_md5,
                        current_time
                    ]
                    data.append(row)

                column_names = [
                    'sha256', 'md5', 'sha1',
                    'section_name', 'section_type', 'section_type_str',
                    'section_flags', 'section_flags_str',
                    'section_addr', 'section_offset', 'section_size',
                    'section_link', 'section_info', 'section_addralign', 'section_entsize',
                    'section_entropy', 'section_sha256', 'section_md5',
                    'analysis_date'
                ]

                column_type_names = [
                    'FixedString(64)', 'FixedString(32)', 'FixedString(40)',
                    'LowCardinality(String)',
                    "Enum8('NULL'=0, 'PROGBITS'=1, 'SYMTAB'=2, 'STRTAB'=3, 'RELA'=4, 'HASH'=5, 'DYNAMIC'=6, 'NOTE'=7, 'NOBITS'=8, 'REL'=9, 'DYNSYM'=11)",
                    'LowCardinality(String)',
                    'UInt64',
                    'Array(LowCardinality(String))',
                    'UInt64', 'UInt64', 'UInt64',
                    'UInt32', 'UInt32', 'UInt64', 'UInt64',
                    'Float64',
                    'FixedString(64)', 'FixedString(32)',
                    'DateTime64(3, \'UTC\')'
                ]

                if not data:
                    return None

                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_sections"