Naiyao Liang

23 papers Journal 21Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Trans. Netw. Sci. Eng.
Mingyang Liu, Zuyuan Yang, Naiyao Liang, Shengli Xie
2026 J jnl
Earth Sci. Informatics
Jing Ling, Zheng Zuo, Dan Xiang, Naiyao Liang, Zhimin Wang, Pan Gao
2026 J jnl
IEEE Trans. Emerg. Top. Comput.
Naiyao Liang, Zuyuan Yang, Dan Xiang, Jie Xu, Guoxu Zhou, Shengli Xie
2026 J jnl
Neurocomputing
Dan Xiang, Xin Zhong, Hao Sun, Boxuan Tan, Pan Gao, Jinwen Zhang, Jing Ling, Haihua Du, Naiyao Liang
2025 J jnl
IEEE Trans. Emerg. Top. Comput. Intell.
Naiyao Liang, Zuyuan Yang, Wei Han, Zhenni Li, Shengli Xie
2024 J jnl
IEEE Trans. Big Data
Naiyao Liang, Zuyuan Yang, Junhang Chen, Zhenni Li, Shengli Xie
2024 conf
IoTAAI
Shuanglong Xie, Naiyao Liang, Zuyuan Yang, Kan Xie
2023 J jnl
Sci. China Inf. Sci.
Zuyuan Yang, Naiyao Liang, Zhenni Li, Shengli Xie
2023 J jnl
IEEE CAA J. Autom. Sinica
Haonan Huang, Guoxu Zhou, Naiyao Liang, Qibin Zhao, Shengli Xie
2023 J jnl
IEEE Trans. Knowl. Data Eng.
Naiyao Liang, Zuyuan Yang, Shengli Xie
2023 J jnl
Vis. Comput.
Zuyuan Yang, Huimin Zhang, Naiyao Liang, Zhenni Li, Weijun Sun
2022 J jnl
Inf. Process. Manag.
Naiyao Liang, Zuyuan Yang, Zhenni Li, Shengli Xie
2022 J jnl
IEEE Trans. Artif. Intell.
Naiyao Liang, Zuyuan Yang, Lingjiang Li, Zhenni Li, Shengli Xie
2022 J jnl
Appl. Intell.
Naiyao Liang, Zuyuan Yang, Zhenni Li, Wei Han
2022 J jnl
Neurocomputing
Naiyao Liang, Zuyuan Yang, Zhenni Li, Shengli Xie
2021 J jnl
Appl. Intell.
Xichen Chen, Zuyuan Yang, Naiyao Liang, Zhenni Li, Weijun Sun
2021 J jnl
Knowl. Based Syst.
Naiyao Liang, Zuyuan Yang, Zhenni Li, Shengli Xie, Weijun Sun
2021 J jnl
IEEE Trans. Cybern.
Zuyuan Yang, Naiyao Liang, Wei Yan, Zhenni Li, Shengli Xie
2020 J jnl
Knowl. Based Syst.
Naiyao Liang, Zuyuan Yang, Zhenni Li, Weijun Sun, Shengli Xie
2020 conf
ICDM (Workshops)
Haonan Huang, Naiyao Liang, Wei Yan, Zuyuan Yang, Zhenni Li, Weijun Sun
2020 J jnl
CoRR
Haonan Huang, Naiyao Liang, Wei Yan, Zuyuan Yang, Weijun Sun
2020 J jnl
Knowl. Based Syst.
Naiyao Liang, Zuyuan Yang, Zhenni Li, Shengli Xie, Chun-Yi Su
2019 J jnl
Circuits Syst. Signal Process.
Zuyuan Yang, Yifei Hu, Naiyao Liang, Jun Lv
redb/extractors/js_extractor.py
← Index redb/extractors/js_extractor.py python
import logging
import re
from abc import ABCMeta, abstractmethod

from redb.extractors.extractor import Extractor
from redb.extractors.js_extractors.js_context import JSContext, _text_entropy

logger = logging.getLogger(__name__)

# ESM is recognised by line-anchored `import ... from "..."` / bare side-effect
# `import "..."` / top-level `export ...`. Anchored at line start to avoid
# matching the substring inside string literals or comments.
_ESM_PATTERN = re.compile(
    r'(?m)^\s*(?:'
    r'import\s+[^;\n]*?\bfrom\s+[\'"]'
    r'|import\s+[\'"][^\'"]+[\'"]'
    r'|export\s+(?:default\b|\{|\*|const\b|let\b|var\b|function\b|class\b|async\b)'
    r')'
)


@abstractmethod
class JSExtractor(Extractor, metaclass=ABCMeta):
    """Base class for JavaScript file extractors.

    Every JSExtractor reads its raw materials (bytes / decoded source / line
    list / scan_source results / pyjsparser AST / text entropy) from a shared
    `JSContext`. When workers.py drives the JS pipeline it builds one context
    per sample and threads it into every extractor via `context=`. When tests
    or other callers instantiate an extractor directly, the constructor builds
    a fresh context from `(filepath, source=...)`.

    All historical instance attributes (`self.binary`, `self.js_source`,
    `self.lines`) and helpers (`self._decode_source`, `self._parse_ast`,
    `self._calculate_text_entropy`) are preserved as thin delegators so
    existing extractor code keeps working unchanged.
    """

    def __init__(
        self,
        filepath,
        log,
        exporters=None,
        index_prefix=None,
        known_benign=False,
        known_malicious=False,
        source=None,
        context=None,
    ):
        if context is None:
            context = JSContext.from_path(filepath, log=log, source=source)
        elif source is not None and context.source != source:
            log.warning(
                "JSExtractor received both `source=` and `context=` with "
                "differing source; ignoring source kwarg"
            )
        self._context = context

        super().__init__(
            filepath,
            log,
            exporters,
            index_prefix,
            known_benign=known_benign,
            known_malicious=known_malicious,
        )

    @property
    def binary(self):
        return self._context.raw_bytes

    @property
    def js_source(self):
        return self._context.source

    @property
    def lines(self):
        return self._context.lines

    def _decode_source(self):
        """Back-compat shim — the context already decoded once at construction.

        Kept so any external caller using the historical method name keeps
        working without touching the underlying bytes again.
        """
        return self._context.source

    def _parse_ast(self):
        """Return the shared pyjsparser AST (or None if unavailable)."""
        return self._context.ast

    def _calculate_text_entropy(self, text):
        """Shannon text entropy for `text`.

        When `text` is the context's own source we read the cached value;
        otherwise we compute fresh. JSStringsExtractor calls this on arbitrary
        decoded substrings, so the fresh-compute path must remain available.
        """
        if text is self._context.source:
            return self._context.text_entropy
        return _text_entropy(text)

    def _detect_environment(self):
        """Detect the target JS runtime environment."""
        src = self.js_source
        if not src:
            return "unknown"

        # WScript/WSH indicators
        wscript_patterns = [
            'WScript.', 'WSH.', 'ActiveXObject', 'Scripting.FileSystemObject',
            'WScript.Shell', 'ADODB.Stream',
        ]
        for p in wscript_patterns:
            if p in src:
                return "wscript"

        # Browser-extension APIs — checked before generic browser/worker because
        # `chrome.*` and `browser.runtime` are distinctive of MV2/MV3 extensions
        extension_patterns = [
            'chrome.runtime', 'chrome.tabs', 'chrome.storage',
            'chrome.webRequest', 'browser.runtime', 'browser.tabs',
        ]
        for p in extension_patterns:
            if p in src:
                return "browser_extension"

        # Service / Web Workers — worker-only APIs that don't appear in regular
        # browser pages (a generic browser script would use `window.` or
        # `document.`, never `self.importScripts` or `caches.match`)
        worker_patterns = [
            "self.addEventListener('fetch'", 'self.addEventListener("fetch"',
            'self.importScripts', 'self.skipWaiting',
            'caches.match', 'caches.open',
        ]
        for p in worker_patterns:
            if p in src:
                return "service_worker"

        # Deno runtime
        if 'Deno.' in src:
            return "deno"

        # Node.js indicators
        node_patterns = [
            'require(', 'module.exports', 'process.env', '__dirname',
            '__filename', 'Buffer.', 'child_process',
        ]
        for p in node_patterns:
            if p in src:
                return "node"

        # Browser indicators
        browser_patterns = [
            'document.', 'window.', 'navigator.', 'localStorage',
            'sessionStorage', 'XMLHttpRequest', 'addEventListener',
        ]
        for p in browser_patterns:
            if p in src:
                return "browser"

        return "unknown"

    def _detect_script_type(self):
        """Detect the script type/format."""
        src = self.js_source
        if not src:
            return "unknown"

        stripped = src.lstrip()

        # JScript.Encode payload — must be checked first since the encoded
        # body can't be classified any other way
        if stripped.startswith('#@~^'):
            return "jse"

        # WSF / HTA live in the first few KB of an HTML-ish wrapper
        head_lower = stripped[:4096].lower()

        # Windows Script File — XML wrapper around one or more <script> blocks
        if ('<job' in head_lower or '<package' in head_lower) and '<script' in head_lower:
            return "wsf"

        # HTML Application — distinct from generic embedded_html because HTAs
        # run under mshta.exe with full WSH/ActiveX access
        if '<hta:application' in head_lower or 'application/hta' in head_lower:
            return "hta"

        if stripped.startswith('<!') or stripped.startswith('<html') or '<script' in stripped[:2000]:
            return "embedded_html"

        if 'WScript.' in src or 'WSH.' in src:
            return "wscript"

        if _ESM_PATTERN.search(src):
            return "esm"

        if 'require(' in src or 'module.exports' in src:
            return "node_module"

        return "standalone"