Hanie Sedghi

57 papers A* 11A 2B 1Journal 37Unranked 5
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Bernd Bohnet, Pierre-Alexandre Kamienny, Hanie Sedghi, Dilan Görür, Pranjal Awasthi, Aaron Parisi, Kevin Swersky, Rosanne Liu, Azade Nova, Noah Fiedel
2025 A* conf
ICLR
Xinran Zhao, Hanie Sedghi, Bernd Bohnet, Dale Schuurmans, Azade Nova
2025 J jnl
CoRR
Xinran Zhao, Hanie Sedghi, Bernd Bohnet, Dale Schuurmans, Azade Nova
2024 J jnl
Trans. Mach. Learn. Res.
Avi Singh, John D. Co-Reyes, Rishabh Agarwal, Ankesh Anand, Piyush Patil, Xavier Garcia, Peter J. Liu, James Harrison, Jaehoon Lee, Kelvin Xu, Aaron T. Parisi, Abhishek Kumar, Alexander A. Alemi, Alex Rizkowsky, Azade Nova, Ben Adlam, Bernd Bohnet, Gamaleldin Fathy Elsayed, Hanie Sedghi, Igor Mordatch, Isabelle Simpson, Izzeddin Gur, Jasper Snoek, Jeffrey Pennington, Jiri Hron, Kathleen Kenealy, Kevin Swersky, Kshiteej Mahajan, Laura Culp, Lechao Xiao, Maxwell L. Bileschi, Noah Constant, Roman Novak, Rosanne Liu, Tris Warkentin, Yundi Qian, Yamini Bansal, Ethan Dyer, Behnam Neyshabur, Jascha Sohl-Dickstein, Noah Fiedel
2024 J jnl
CoRR
Bernd Bohnet, Azade Nova, Aaron T. Parisi, Kevin Swersky, Katayoon Goshvadi, Hanjun Dai, Dale Schuurmans, Noah Fiedel, Hanie Sedghi
2024 J jnl
CoRR
Bernd Bohnet, Kevin Swersky, Rosanne Liu, Pranjal Awasthi, Azade Nova, Javier Snaider, Hanie Sedghi, Aaron T. Parisi, Michael Collins, Angeliki Lazaridou, Orhan Firat, Noah Fiedel
2024 J jnl
CoRR
Jiri Hron, Laura Culp, Gamaleldin F. Elsayed, Rosanne Liu, Ben Adlam, Maxwell L. Bileschi, Bernd Bohnet, JD Co-Reyes, Noah Fiedel, C. Daniel Freeman, Izzeddin Gur, Kathleen Kenealy, Jaehoon Lee, Peter J. Liu, Gaurav Mishra, Igor Mordatch, Azade Nova, Roman Novak, Aaron Parisi, Jeffrey Pennington, Alex Rizkowsky, Isabelle Simpson, Hanie Sedghi, Jascha Sohl-Dickstein, Kevin Swersky, Sharad Vikram, Tris Warkentin, Lechao Xiao, Kelvin Xu, Jasper Snoek, Simon Kornblith
2023 J jnl
CoRR
Avi Singh, John D. Co-Reyes, Rishabh Agarwal, Ankesh Anand, Piyush Patil, Xavier Garcia, Peter J. Liu, James Harrison, Jaehoon Lee, Kelvin Xu, Aaron Parisi, Abhishek Kumar, Alex Alemi, Alex Rizkowsky, Azade Nova, Ben Adlam, Bernd Bohnet, Gamaleldin F. Elsayed, Hanie Sedghi, Igor Mordatch, Isabelle Simpson, Izzeddin Gur, Jasper Snoek, Jeffrey Pennington, Jiri Hron, Kathleen Kenealy, Kevin Swersky, Kshiteej Mahajan, Laura Culp, Lechao Xiao, Maxwell L. Bileschi, Noah Constant, Roman Novak, Rosanne Liu, Tris Warkentin, Yundi Qian, Yamini Bansal, Ethan Dyer, Behnam Neyshabur, Jascha Sohl-Dickstein, Noah Fiedel
2023 A* conf
ICML
Pratyush Maini, Michael Curtis Mozer, Hanie Sedghi, Zachary Chase Lipton, J. Zico Kolter, Chiyuan Zhang
2023 J jnl
CoRR
Pratyush Maini, Michael C. Mozer, Hanie Sedghi, Zachary C. Lipton, J. Zico Kolter, Chiyuan Zhang
2023 ed.
CoLLAs
Sarath Chandar, Razvan Pascanu, Hanie Sedghi, Doina Precup
2023 J jnl
CoRR
C. Daniel Freeman, Laura Culp, Aaron Parisi, Maxwell L. Bileschi, Gamaleldin F. Elsayed, Alex Rizkowsky, Isabelle Simpson, Alex Alemi, Azade Nova, Ben Adlam, Bernd Bohnet, Gaurav Mishra, Hanie Sedghi, Igor Mordatch, Izzeddin Gur, Jaehoon Lee, John D. Co-Reyes, Jeffrey Pennington, Kelvin Xu, Kevin Swersky, Kshiteej Mahajan, Lechao Xiao, Rosanne Liu, Simon Kornblith, Noah Constant, Peter J. Liu, Roman Novak, Yundi Qian, Noah Fiedel, Jascha Sohl-Dickstein
2023 A* conf
ICLR
Mahsa Forouzesh, Hanie Sedghi, Patrick Thiran
2023 A* conf
ICLR
Keller Jordan, Hanie Sedghi, Olga Saukh, Rahim Entezari, Behnam Neyshabur
2023 J jnl
CoRR
Rahim Entezari, Mitchell Wortsman, Olga Saukh, Moein Shariatnia, Hanie Sedghi, Ludwig Schmidt
2022 A* conf
ICLR
Samira Abnar, Mostafa Dehghani, Behnam Neyshabur, Hanie Sedghi
2022 J jnl
CoRR
Amr Khalifa, Michael C. Mozer, Hanie Sedghi, Behnam Neyshabur, Ibrahim Alabdulmohsin
2022 J jnl
CoRR
Saurabh Garg, Sivaraman Balakrishnan, Zachary C. Lipton, Behnam Neyshabur, Hanie Sedghi
2022 J jnl
CoRR
Mahsa Forouzesh, Hanie Sedghi, Patrick Thiran
2022 A* conf
ICLR
Saurabh Garg, Sivaraman Balakrishnan, Zachary Chase Lipton, Behnam Neyshabur, Hanie Sedghi
2022 J jnl
CoRR
Keller Jordan, Hanie Sedghi, Olga Saukh, Rahim Entezari, Behnam Neyshabur
2022 J jnl
CoRR
Hattie Zhou, Azade Nova, Hugo Larochelle, Aaron C. Courville, Behnam Neyshabur, Hanie Sedghi
2022 A* conf
ICLR
Rahim Entezari, Hanie Sedghi, Olga Saukh, Behnam Neyshabur
2022 J jnl
CoRR
Lukas Timpl, Rahim Entezari, Hanie Sedghi, Behnam Neyshabur, Olga Saukh
2021 J jnl
CoRR
Samira Abnar, Mostafa Dehghani, Behnam Neyshabur, Hanie Sedghi
2021 J jnl
CoRR
Samira Abnar, Rianne van den Berg, Golnaz Ghiasi, Mostafa Dehghani, Nal Kalchbrenner, Hanie Sedghi
2021 A* conf
ICLR
Preetum Nakkiran, Behnam Neyshabur, Hanie Sedghi
2021 J jnl
CoRR
Rahim Entezari, Hanie Sedghi, Olga Saukh, Behnam Neyshabur
2020 A* conf
ICLR
Philip M. Long, Hanie Sedghi
2020 J jnl
CoRR
Preetum Nakkiran, Behnam Neyshabur, Hanie Sedghi
2020 A* conf
ICLR
Niladri S. Chatterji, Behnam Neyshabur, Hanie Sedghi
2020 A* conf
NeurIPS
Behnam Neyshabur, Hanie Sedghi, Chiyuan Zhang
2020 J jnl
CoRR
Behnam Neyshabur, Hanie Sedghi, Chiyuan Zhang
2019 J jnl
Neural Comput.
Philip M. Long, Hanie Sedghi
2019 J jnl
CoRR
Philip M. Long, Hanie Sedghi
2019 J jnl
CoRR
Philip M. Long, Hanie Sedghi
2019 J jnl
CoRR
Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen, Peter Bailis, Sarah Bird, Nicholas Carlini, Bryan Catanzaro, Eric S. Chung, Bill Dally, Jeff Dean, Inderjit S. Dhillon, Alexandros G. Dimakis, Pradeep Dubey, Charles Elkan, Grigori Fursin, Gregory R. Ganger, Lise Getoor, Phillip B. Gibbons, Garth A. Gibson, Joseph E. Gonzalez, Justin Gottschlich, Song Han, Kim M. Hazelwood, Furong Huang, Martin Jaggi, Kevin Jamieson, Michael I. Jordan, Gauri Joshi, Rania Khalaf, Jason Knight, Jakub Konecný, Tim Kraska, Arun Kumar, Anastasios Kyrillidis, Jing Li, Samuel Madden, H. Brendan McMahan, Erik Meijer, Ioannis Mitliagkas, Rajat Monga, Derek Gordon Murray, Dimitris S. Papailiopoulos, Gennady Pekhimenko, Theodoros Rekatsinas, Afshin Rostamizadeh, Christopher Ré, Christopher De Sa, Hanie Sedghi, Siddhartha Sen, Virginia Smith, Alex Smola, Dawn Song, Evan Randall Sparks, Ion Stoica, Vivienne Sze, Madeleine Udell, Joaquin Vanschoren, Shivaram Venkataraman, Rashmi Vinayak, Markus Weimer, Andrew Gordon Wilson, Eric P. Xing, Matei Zaharia, Ce Zhang, Ameet Talwalkar
2019 conf
ICLR (Poster)
Hanie Sedghi, Vineet Gupta, Philip M. Long
2019 J jnl
CoRR
Niladri S. Chatterji, Behnam Neyshabur, Hanie Sedghi
2018 J jnl
Trans. Assoc. Comput. Linguistics
Hanie Sedghi, Ashish Sabharwal
2018 J jnl
CoRR
Hanie Sedghi, Vineet Gupta, Philip M. Long
2017 A conf
UAI
Ashish Sabharwal, Hanie Sedghi
2016 J jnl
CoRR
Hanie Sedghi, Ashish Sabharwal
2016 A conf
AISTATS
Hanie Sedghi, Majid Janzamin, Anima Anandkumar
2016 J jnl
CoRR
Hanie Sedghi, Anima Anandkumar
2015 conf
FE@NIPS
Majid Janzamin, Hanie Sedghi, U. N. Niranjan, Animashree Anandkumar
2015 J jnl
CoRR
Majid Janzamin, Hanie Sedghi, Anima Anandkumar
2015 J jnl
CoRR
Anima Anandkumar, Hanie Sedghi
2015 conf
ICLR (Workshop)
Hanie Sedghi, Anima Anandkumar
2015 conf
ICLR (Workshop)
Majid Janzamin, Hanie Sedghi, Anima Anandkumar
2015 J jnl
IEEE Trans. Smart Grid
Hanie Sedghi, Edmond A. Jonckheere
2014 J jnl
CoRR
Hanie Sedghi, Anima Anandkumar, Edmond A. Jonckheere
2014 conf
NIPS
Hanie Sedghi, Anima Anandkumar, Edmond A. Jonckheere
2014 J jnl
CoRR
Hanie Sedghi, Anima Anandkumar
2014 J jnl
CoRR
Majid Janzamin, Hanie Sedghi, Anima Anandkumar
2014 J jnl
CoRR
Hanie Sedghi, Edmond A. Jonckheere
2010 B conf
WCNC
Majid Janzamin, Mohammad Reza Pakravan, Hanie Sedghi
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"