Jakub Kudela

49 papers B 4C 1Journal 29Unranked 15
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Jakub Kudela, Niki van Stein, Thomas Bäck, Anna V. Kononova
2026 J jnl
IEEE Trans. Cybern.
Linas Stripinis, Jakub Kudela, Remigijus Paulavicius
2025 conf
GECCO Companion
David Ibehej, Alexandros Tzanetos, Martin Jurícek, Jakub Kudela
2025 conf
EvoApplications (2)
David Ibehej, Jakub Kudela
2025 J jnl
IEEE Trans. Evol. Comput.
Linas Stripinis, Jakub Kudela, Remigijus Paulavicius
2025 conf
GECCO Companion
David Ibehej, Jakub Kudela
2025 J jnl
CoRR
Mhd Ali Shehadeh, Jakub Kudela
2025 J jnl
Expert Syst. Appl.
Mhd Ali Shehadeh, Jakub Kudela
2025 J jnl
CoRR
Mateusz Oszczypala, David Ibehej, Jakub Kudela
2025 J jnl
CoRR
Anna V. Kononova, Niki van Stein, Olaf Mersmann, Thomas Bäck, Thomas Bartz-Beielstein, Tobias Glasmachers, Michael Hellwig, Sebastian Krey, Jakub Kudela, Boris Naujoks, Leonard Papenmeier, Elena Raponi, Quentin Renau, Jeroen Rook, Lennart Schäpermeier, Diederick Vermetten, Daniela Zaharie
2024 J jnl
Expert Syst. Appl.
Jakub Kudela, Martin Zálesák, Pavel Charvát, Lubomír Klimes, Tomás Mauder
2024 B conf
CEC
Jakub Kudela, Martin Jurícek, Roman Parák, Alexandros Tzanetos, Radomil Matousek
2024 conf
ICAISC (2)
Tomas Hulka, Radomil Matousek, Ladislav Dobrovsky, Jakub Kudela, Ondrej Hojny
2024 B conf
CEC
Jakub Kudela, Ladislav Dobrovsky, Mhd Ali Shehadeh, Tomas Hulka, Radomil Matousek
2024 J jnl
Comput.
Roman Parák, Jakub Kudela, Radomil Matousek, Martin Jurícek
2024 conf
GECCO Companion
Linas Stripinis, Jakub Kudela, Remigijus Paulavicius
2024 conf
GECCO Companion
Tomás Mauder, Jakub Kudela, Lubomír Klimes, Martin Zálesák, Pavel Charvát
2024 conf
PPSN (2)
Jakub Kudela, Ladislav Dobrovsky
2024 J jnl
CoRR
Jakub Kudela, Ladislav Dobrovsky
2024 B conf
CEC
Radomil Matousek, Tomas Hulka, René Pierre Lozi, Jakub Kudela
2024 J jnl
Eng. Appl. Artif. Intell.
Tomás Mauder, Jakub Kudela, Lubomír Klimes, Martin Zálesák, Pavel Charvát
2024 C conf
IJCCI
Alexandros Tzanetos, Jakub Kudela
2023 conf
EvoApplications@EvoStar
Jakub Kudela, Martin Jurícek, Roman Parák
2023 conf
GECCO Companion
Jakub Kudela
2023 J jnl
Comput.
Jakub Kudela
2023 J jnl
Inf. Sci.
Jakub Kudela, Radomil Matousek
2023 conf
GECCO Companion
Jakub Kudela, Martin Jurícek
2023 J jnl
CoRR
Jakub Kudela, Martin Jurícek
2023 J jnl
Comput.
Martin Jurícek, Roman Parák, Jakub Kudela
2023 J jnl
CoRR
Jakub Kudela
2022 J jnl
Nat. Mac. Intell.
Jakub Kudela
2022 J jnl
CoRR
Jakub Kudela
2022 J jnl
Eng. Appl. Artif. Intell.
Jakub Kudela
2022 conf
ICSI (1)
Jakub Kudela, Tomas Nevoral, Tomas Holoubek
2022 conf
ICSI (2)
Jakub Kudela, Tomas Nevoral, Tomas Holoubek
2022 J jnl
CoRR
Jakub Kudela, Radomil Matousek
2022 J jnl
IEEE Access
Jakub Kudela, Radomil Matousek
2022 J jnl
Soft Comput.
Jakub Kudela, Radomil Matousek
2022 conf
ICSI (2)
Jakub Kudela, Tomas Holoubek, Tomas Nevoral
2021 B conf
CEC
Jakub Kudela
2020 J jnl
Central Eur. J. Oper. Res.
Dusan Hrabec, Jakub Kudela, Radovan Somplák, Vlastimír Nevrlý, Pavel Popela
2020 J jnl
IEEE Access
Jakub Kudela, Pavel Popela
2020 J jnl
IEEE Access
Jakub Kudela
2019 conf
GECCO (Companion)
Radomil Matousek, Ladislav Dobrovsky, Jakub Kudela
2018 J jnl
Kybernetika
Jakub Kudela, Pavel Popela
2018 J jnl
CoRR
Jakub Kudela, Irena Holubová, Ondrej Bojar
2017 J jnl
Prague Bull. Math. Linguistics
Jakub Kudela, Irena Holubová, Ondrej Bojar
2017 J jnl
Kybernetika
Jakub Kudela, Pavel Popela
2017 conf
MENDEL
Pavel Popela, Dusan Hrabec, Jakub Kudela, Radovan Somplák, Martin Pavlas, Jan Roupec, Jan Novotný
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"