Nadarajen Veerapen

51 papers A 7B 11C 2Journal 11Unranked 19
YearRankTypeTitle / Venue / Authors
2025 conf
EvoApplications (2)
Agathe Métaireau, Clarisse Dhaenens, Nadarajen Veerapen, Manuel Davy
2025 conf
GECCO Companion
Thomas Feutrier, Nadarajen Veerapen, Marie-Eléonore Kessaci
2023 A conf
GECCO
Sarah L. Thomson, Gabriela Ochoa, Nadarajen Veerapen, Krzysztof Michalak
2023 conf
GECCO Companion
Thomas Feutrier, Nadarajen Veerapen, Marie-Eléonore Kessaci
2023 conf
GECCO Companion
Sarah L. Thomson, Nadarajen Veerapen, Gabriela Ochoa, Daan van den Berg
2023 B conf
CEC
Thomas Feutrier, Nadarajen Veerapen, Marie-Eléonore Kessaci
2022 conf
PPSN (1)
Thomas Feutrier, Marie-Eléonore Kessaci, Nadarajen Veerapen
2022 conf
GECCO Companion
Thomas Feutrier, Nadarajen Veerapen, Marie-Eléonore Kessaci
2022 conf
PPSN (1)
Gabriela Ochoa, Nadarajen Veerapen
2022 J jnl
Int. Trans. Oper. Res.
Holger H. Hoos, Laetitia Jourdan, Marie-Eléonore Kessaci, Thomas Stützle, Nadarajen Veerapen
2021 A conf
GECCO
Nicolas Szczepanski, Gilles Audemard, Laetitia Jourdan, Christophe Lecoutre, Lucien Mousin, Nadarajen Veerapen
2021 C conf
HIS
Weerapan Sae-Dan, Marie-Eléonore Kessaci, Nadarajen Veerapen, Laetitia Jourdan
2021 conf
GECCO Companion
Sylvain Clay, Lucien Mousin, Nadarajen Veerapen, Laetitia Jourdan
2021 conf
GECCO Companion
Thomas Feutrier, Marie-Eléonore Kessaci, Nadarajen Veerapen
2020 C conf
ICORES
Rabin Kumar Sahu, Clarisse Dhaenens, Nadarajen Veerapen, Manuel Davy
2020 B conf
ICTAI
Nicolas Szczepanski, Lucien Mousin, Nadarajen Veerapen, Laetitia Jourdan
2020 J jnl
Evol. Comput.
Sarah L. Thomson, Gabriela Ochoa, Sébastien Vérel, Nadarajen Veerapen
2020 J jnl
Int. Trans. Oper. Res.
Holger H. Hoos, Laetitia Jourdan, Marie-Eléonore Kessaci, Thomas Stützle, Nadarajen Veerapen
2020 J jnl
Int. Trans. Oper. Res.
Holger H. Hoos, Laetitia Jourdan, Marie-Eléonore Kessaci, Thomas Stützle, Nadarajen Veerapen
2020 J jnl
Int. Trans. Oper. Res.
Holger H. Hoos, Laetitia Jourdan, Marie-Eléonore Kessaci, Thomas Stützle, Nadarajen Veerapen
2020 J jnl
Int. Trans. Oper. Res.
Holger H. Hoos, Laetitia Jourdan, Marie-Eléonore Kessaci, Thomas Stützle, Nadarajen Veerapen
2020 J jnl
Int. Trans. Oper. Res.
Holger H. Hoos, Laetitia Jourdan, Marie-Eléonore Kessaci, Thomas Stützle, Nadarajen Veerapen
2020 conf
GECCO Companion
Weerapan Sae-Dan, Marie-Eléonore Kessaci, Nadarajen Veerapen, Laetitia Jourdan
2019 A conf
GECCO
Kenneth N. Reid, Jingpeng Li, Alexander E. I. Brownlee, Mathias Kern, Nadarajen Veerapen, Jerry Swan, Gilbert Owusu
2019 B conf
EvoCOP
Paul McMenemy, Nadarajen Veerapen, Jason Adair, Gabriela Ochoa
2019 J jnl
Int. Trans. Oper. Res.
Holger H. Hoos, Laetitia Jourdan, Marie-Eléonore Kessaci, Thomas Stützle, Nadarajen Veerapen
2018 B conf
EvoCOP
Paul McMenemy, Nadarajen Veerapen, Gabriela Ochoa
2018 J jnl
J. Heuristics
Gabriela Ochoa, Nadarajen Veerapen
2018 A conf
GECCO
Sarah L. Thomson, Sébastien Vérel, Gabriela Ochoa, Nadarajen Veerapen, David E. Cairns
2018 B conf
EvoCOP
Sarah L. Thomson, Sébastien Vérel, Gabriela Ochoa, Nadarajen Veerapen, Paul McMenemy
2018 conf
GECCO (Companion)
Alexander E. I. Brownlee, John R. Woodward, Nadarajen Veerapen
2018 conf
GECCO (Companion)
Gabriela Ochoa, Nadarajen Veerapen
2018 conf
CEEC
Kenneth N. Reid, Jingpeng Li, Nadarajen Veerapen, Jerry Swan, Alistair McCormick, Mathias Kern, Gilbert Owusu
2018 J jnl
Genet. Program. Evolvable Mach.
Nadarajen Veerapen, Gabriela Ochoa
2017 B conf
CEC
Leticia Hernando, Fabio Daolio, Nadarajen Veerapen, Gabriela Ochoa
2017 conf
GECCO (Companion)
Nadarajen Veerapen, Fabio Daolio, Gabriela Ochoa
2017 conf
GECCO (Companion)
Sarah L. Thomson, Gabriela Ochoa, Fabio Daolio, Nadarajen Veerapen
2017 B conf
EvoCOP
Gabriela Ochoa, Nadarajen Veerapen, Fabio Daolio, Marco Tomassini
2017 B conf
EuroGP
William B. Langdon, Nadarajen Veerapen, Gabriela Ochoa
2016 A conf
GECCO
Gabriela Ochoa, Nadarajen Veerapen
2016 B conf
EvoCOP
Gabriela Ochoa, Nadarajen Veerapen
2016 A conf
PPSN
Nadarajen Veerapen, Gabriela Ochoa, Renato Tinós, L. Darrell Whitley
2015 J jnl
Inf. Softw. Technol.
Nadarajen Veerapen, Gabriela Ochoa, Mark Harman, Edmund K. Burke
2015 conf
GECCO (Companion)
Nathan Burles, Jerry Swan, Edward Bowles, Alexander E. I. Brownlee, Zoltan A. Kocsis, Nadarajen Veerapen
2015 B conf
SSBSE
Nathan Burles, Edward Bowles, Alexander E. I. Brownlee, Zoltan A. Kocsis, Jerry Swan, Nadarajen Veerapen
2015 conf
Artificial Evolution
Gabriela Ochoa, Nadarajen Veerapen, L. Darrell Whitley, Edmund K. Burke
2013 B conf
IEEE Congress on Evolutionary Computation
Nadarajen Veerapen, Youssef Hamadi, Frédéric Saubion
2012 conf
LION
Nadarajen Veerapen, Jorge Maturana, Frédéric Saubion
2012 A conf
GECCO
Nadarajen Veerapen, Jorge Maturana, Frédéric Saubion
2012
Nadarajen Veerapen
2011 conf
LION
Nadarajen Veerapen, Frédéric Saubion
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"