Radu Marinescu

104 papers A* 30A 22B 6Misc 2Journal 34Unranked 10
YearRankTypeTitle / Venue / Authors
2026 A* conf
AAAI
Daniel Karl I. Weidele, Priyanshu Rai, Frederico Araujo, Teryl Taylor, Radu Marinescu
2026 J jnl
CoRR
Javier Carnerero-Cano, Massimiliano Pronesti, Radu Marinescu, Tigran T. Tchrakian, James Barry, Jasmina Gajcin, Yufang Hou, Alessandra Pascale, Elizabeth Daly
2025 J jnl
Trans. Mach. Learn. Res.
Shivani Tomar, Seshu Tirupathi, Radu Marinescu, Elizabeth M. Daly, Ivana Dusparic
2025 conf
ISIPTA
Fábio G. Cozman, Radu Marinescu, Junkyu Lee, Alexander Gray, Denis Deratani Mauá
2025 conf
EMNLP (Findings)
Radu Marinescu, Debarun Bhattacharjya, Junkyu Lee, Tigran T. Tchrakian, Javier Carnerero-Cano, Yufang Hou, Elizabeth M. Daly, Alessandra Pascale
2025 J jnl
CoRR
Radu Marinescu, Debarun Bhattacharjya, Junkyu Lee, Tigran T. Tchrakian, Javier Carnerero-Cano, Yufang Hou, Elizabeth Daly, Alessandra Pascale
2025 J jnl
CoRR
Jasmina Gajcin, Erik Miehling, Rahul Nair, Elizabeth Daly, Radu Marinescu, Seshu Tirupathi
2025 J jnl
CoRR
João P. Arroyo, João G. Rodrigues, Daniel Angelo Esteves Lawand, Denis Deratani Mauá, Junkyu Lee, Radu Marinescu, Alexander G. Gray, Eduardo R. Laurentino, Fábio G. Cozman
2025 A conf
ECAI
James McCarthy, Radu Marinescu, Elizabeth Daly, Ivana Dusparic
2025 J jnl
CoRR
James McCarthy, Radu Marinescu, Elizabeth Daly, Ivana Dusparic
2025 conf
EMNLP (Findings)
Debarun Bhattacharjya, Balaji Ganesan, Junkyu Lee, Radu Marinescu, Katsiaryna Mirylenka, Michael R. Glass, Xiao Shou
2025 J jnl
CoRR
Debarun Bhattacharjya, Balaji Ganesan, Junkyu Lee, Radu Marinescu, Katsiaryna Mirylenka, Michael R. Glass, Xiao Shou
2025 A conf
UAI
Quan Xiao, Debarun Bhattacharjya, Balaji Ganesan, Radu Marinescu, Katsiaryna Mirylenka, Nhan H. Pham, Michael R. Glass, Junkyu Lee
2025 J jnl
CoRR
Quan Xiao, Debarun Bhattacharjya, Balaji Ganesan, Radu Marinescu, Katsiaryna Mirylenka, Nhan H. Pham, Michael R. Glass, Junkyu Lee
2024 A* conf
NeurIPS
Radu Marinescu, Junkyu Lee, Debarun Bhattacharjya, Fábio G. Cozman, Alexander G. Gray
2024 J jnl
CoRR
Debarun Bhattacharjya, Junkyu Lee, Don Joven Agravante, Balaji Ganesan, Radu Marinescu
2024 J jnl
Int. J. Approx. Reason.
Fábio G. Cozman, Radu Marinescu, Junkyu Lee, Alexander G. Gray, Ryan Riegel, Debarun Bhattacharjya
2024 A* conf
NeurIPS
Yufang Hou, Alessandra Pascale, Javier Carnerero-Cano, Tigran T. Tchrakian, Radu Marinescu, Elizabeth Daly, Inkit Padhi, Prasanna Sattigeri
2024 J jnl
CoRR
Yufang Hou, Alessandra Pascale, Javier Carnerero-Cano, Tigran T. Tchrakian, Radu Marinescu, Elizabeth Daly, Inkit Padhi, Prasanna Sattigeri
2023 A* conf
IJCAI
Achille Fokoue, Ibrahim Abdelaziz, Maxwell Crouse, Shajith Ikbal, Akihiro Kishimoto, Guilherme Lima, Ndivhuwo Makondo, Radu Marinescu
2023 J jnl
CoRR
Achille Fokoue, Ibrahim Abdelaziz, Maxwell Crouse, Shajith Ikbal, Akihiro Kishimoto, Guilherme Lima, Ndivhuwo Makondo, Radu Marinescu
2023 A* conf
IJCAI
Radu Marinescu, Haifeng Qian, Alexander G. Gray, Debarun Bhattacharjya, Francisco Barahona, Tian Gao, Ryan Riegel
2023 A conf
IUI
Daniel Karl I. Weidele, Shazia Afzal, Abel N. Valente, Cole Makuch, Owen Cornec, Long Vu, Dharmashankar Subramanian, Werner Geyer, Rahul Nair, Inge Vejsbjerg, Radu Marinescu, Paulito P. Palmes, Elizabeth M. Daly, Loraine Franke, Daniel Haehn
2023 J jnl
CoRR
Daniel Karl I. Weidele, Shazia Afzal, Abel N. Valente, Cole Makuch, Owen Cornec, Long Vu, Dharmashankar Subramanian, Werner Geyer, Rahul Nair, Inge Vejsbjerg, Radu Marinescu, Paulito P. Palmes, Elizabeth M. Daly, Loraine Franke, Daniel Haehn
2023 J jnl
CoRR
Bobak Pezeshki, Radu Marinescu, Alexander Ihler, Rina Dechter
2023 A conf
UAI
Bobak Pezeshki, Radu Marinescu, Alexander Ihler, Rina Dechter
2023 A* conf
NeurIPS
Radu Marinescu, Debarun Bhattacharjya, Junkyu Lee, Fábio G. Cozman, Alexander G. Gray
2023 A conf
ECAI
Jasmina Gajcin, James McCarthy, Rahul Nair, Radu Marinescu, Elizabeth Daly, Ivana Dusparic
2023 J jnl
CoRR
Jasmina Gajcin, James McCarthy, Rahul Nair, Radu Marinescu, Elizabeth Daly, Ivana Dusparic
2022 A conf
UAI
Bobak Pezeshki, Radu Marinescu, Alexander Ihler, Rina Dechter
2022 A* conf
AAAI
Akihiro Kishimoto, Djallel Bouneffouf, Radu Marinescu, Parikshit Ram, Ambrish Rawat, Martin Wistuba, Paulito P. Palmes, Adi Botea
2022 J jnl
CoRR
James McCarthy, Rahul Nair, Elizabeth Daly, Radu Marinescu, Ivana Dusparic
2022 A* conf
NeurIPS
Debarun Bhattacharjya, Radu Marinescu
2022 A* conf
NeurIPS
Radu Marinescu, Haifeng Qian, Alexander G. Gray, Debarun Bhattacharjya, Francisco Barahona, Tian Gao, Ryan Riegel, Pravinda Sahu
2021 A* conf
AAAI
Radu Marinescu, Junkyu Lee, Rina Dechter
2021 J jnl
CoRR
Jasmina Gajcin, Rahul Nair, Tejaswini Pedapati, Radu Marinescu, Elizabeth Daly, Ivana Dusparic
2021 B conf
SOCS
Adi Botea, Massimiliano Mattetti, Akihiro Kishimoto, Radu Marinescu, Elizabeth Daly
2021 J jnl
CoRR
Paulito P. Palmes, Akihiro Kishimoto, Radu Marinescu, Parikshit Ram, Elizabeth Daly
2021 A* conf
AAAI
Segev Wasserkrug, Radu Marinescu, Sergey Zeltyn, Evgeny Shindin, Yishai A. Feldman
2021 J jnl
CoRR
Haifeng Qian, Radu Marinescu, Alexander G. Gray, Debarun Bhattacharjya, Francisco Barahona, Tian Gao, Ryan Riegel, Pravinda Sahu
2021 A* conf
AAAI
Radu Marinescu, Akihiro Kishimoto, Parikshit Ram, Ambrish Rawat, Martin Wistuba, Paulito P. Palmes, Adi Botea
2021 A* conf
AAAI
Junkyu Lee, Radu Marinescu, Rina Dechter
2020 J jnl
Int. J. Approx. Reason.
Nic Wilson, Radu Marinescu
2020 B conf
SOCS
Junkyu Lee, Radu Marinescu, Rina Dechter
2020 A* conf
AAAI
Radu Marinescu, Akihiro Kishimoto, Adi Botea
2020 A conf
ECAI
Adi Botea, Akihiro Kishimoto, Radu Marinescu, Elizabeth M. Daly, Oznur Alkan
2019 A conf
UAI
Junkyu Lee, Radu Marinescu, Alexander Ihler, Rina Dechter
2019 A* conf
AAAI
Radu Marinescu, Akihiro Kishimoto, Adi Botea, Rina Dechter, Alexander Ihler
2019 A* conf
NeurIPS
Radu Marinescu, Rina Dechter
2019 A* conf
IJCAI
Akihiro Kishimoto, Adi Botea, Radu Marinescu
2019 J jnl
CoRR
Adi Botea, Christian Muise, Shubham Agarwal, Oznur Alkan, Ondrej Bajgar, Elizabeth Daly, Akihiro Kishimoto, Luis A. Lastras, Radu Marinescu, Josef Ondrej, Pablo Pedemonte, Miroslav Vodolán
2018 J jnl
J. Artif. Intell. Res.
Radu Marinescu, Junkyu Lee, Rina Dechter, Alexander Ihler
2018 A* conf
NeurIPS
Hao Cui, Radu Marinescu, Roni Khardon
2018 B conf
SOCS
Adi Botea, Akihiro Kishimoto, Radu Marinescu
2018 A* conf
IJCAI
Radu Marinescu, Rina Dechter, Alexander Ihler
2017 A* conf
AAAI
Radu Marinescu, Junkyu Lee, Alexander Ihler, Rina Dechter
2017 A* conf
IJCAI
Masataro Asai, Akihiro Kishimoto, Adi Botea, Radu Marinescu, Elizabeth M. Daly, Spyros Kotoulas
2017 A* conf
AAAI
Radu Marinescu, Abdul Razak, Nic Wilson
2017 J jnl
Ann. Math. Artif. Intell.
Natalia Flerova, Radu Marinescu, Rina Dechter
2016 Misc conf
ISAIM
Junkyu Lee, Radu Marinescu, Rina Dechter
2016 A* conf
AAAI
Junkyu Lee, Radu Marinescu, Rina Dechter, Alexander Ihler
2016 A conf
ECAI
Radu Marinescu, Akihiro Kishimoto, Adi Botea
2016 J jnl
J. Artif. Intell. Res.
Natalia Flerova, Radu Marinescu, Rina Dechter
2016 conf
MIE
Spyros Kotoulas, Elizabeth Daly, Pierpaolo Tommasi, Akihiro Kishimoto, Vanessa López, Martin Stephenson, Adi Botea, Marco Luca Sbodio, Radu Marinescu, Ronan Rooney
2015 A* conf
IJCAI
Nic Wilson, Abdul Razak, Radu Marinescu
2015 conf
NIPS
Akihiro Kishimoto, Radu Marinescu, Adi Botea
2015 A* conf
IJCAI
Radu Marinescu, Rina Dechter, Alexander Ihler
2014 J jnl
CoRR
Robert Mateescu, Rina Dechter, Radu Marinescu
2014 A conf
UAI
Radu Marinescu, Rina Dechter, Alexander Ihler
2014 conf
StarAI@AAAI
Junkyu Lee, Radu Marinescu, Rina Dechter
2014 B conf
SOCS
Natalia Flerova, Radu Marinescu, Rina Dechter
2014 A conf
RecSys
Elizabeth M. Daly, Adi Botea, Akihiro Kishimoto, Radu Marinescu
2014 A conf
UAI
Akihiro Kishimoto, Radu Marinescu
2014 J jnl
IBM J. Res. Dev.
Ban Kawas, Ali Koc, Marco Laumanns, Chungmok Lee, Radu Marinescu, Martin Mevissen, Nicole Taheri, Susara Van den Heever, Rudi Verago
2014 Misc conf
ISAIM
Natalia Flerova, Radu Marinescu, Rina Dechter
2013 A conf
CP
Radu Marinescu, Abdul Razak, Nic Wilson
2012 A* conf
KR
Nic Wilson, Radu Marinescu
2012 J jnl
CoRR
Radu Marinescu, Rina Dechter
2012 J jnl
CoRR
Radu Marinescu, Abdul Razak, Nic Wilson
2012 A conf
UAI
Radu Marinescu, Abdul Razak, Nic Wilson
2012 J jnl
CoRR
Radu Marinescu, Nic Wilson
2012 A* conf
AAAI
Rina Dechter, Natalia Flerova, Radu Marinescu
2012 J jnl
CoRR
Radu Marinescu, Kalev Kask, Rina Dechter
2011 conf
ADT
Radu Marinescu
2011 A conf
UAI
Radu Marinescu, Nic Wilson
2010 conf
ICTAI (1)
Radu Marinescu
2010 J jnl
Constraints An Int. J.
Radu Marinescu, Rina Dechter
2009 conf
SGAI Conf.
Radu Marinescu
2009 J jnl
Artif. Intell.
Radu Marinescu, Rina Dechter
2009 A conf
CP
Radu Marinescu
2009 J jnl
Artif. Intell.
Radu Marinescu, Rina Dechter
2009 conf
ITEE
Ioannis M. Dokas, Richard J. Wallace, Radu Marinescu, Syed Imran, Franclin S. Foping
2008 J jnl
J. Artif. Intell. Res.
Robert Mateescu, Rina Dechter, Radu Marinescu
2008 A conf
ECAI
Rina Dechter, Lars Otten, Radu Marinescu
2007 A conf
CP
Robert Mateescu, Radu Marinescu, Rina Dechter
2007 B conf
CPAIOR
Radu Marinescu, Rina Dechter
2007 A* conf
AAAI
Radu Marinescu, Rina Dechter
2007 A conf
UAI
Radu Marinescu, Rina Dechter
2006 B conf
CPAIOR
Radu Marinescu, Rina Dechter
2006 A conf
ECAI
Radu Marinescu, Rina Dechter
2006 A* conf
AAAI
Radu Marinescu, Rina Dechter
2005 A* conf
IJCAI
Radu Marinescu, Rina Dechter
2005 A conf
CP
Radu Marinescu, Rina Dechter
2003 A conf
UAI
Radu Marinescu, Kalev Kask, Rina Dechter
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"