Kai Cai

76 papers C 6Journal 53Unranked 17
YearRankTypeTitle / Venue / Authors
2026 J jnl
IEEE Trans. Autom. Control.
Tomofumi Ohtsuka, Kai Cai, Kenji Kashima
2025 J jnl
J. Syst. Sci. Complex.
Shoma Matsui, Karen Rudie, Kai Cai
2025 conf
CDC
Lili Wang, Zhiyun Lin, Kai Cai, Wenda Pan
2025 J jnl
IEEE Trans. Autom. Control.
Ziyue Ma, Kai Cai
2025 J jnl
IEEE Trans. Autom. Control.
Michel A. Reniers, Kai Cai
2024 J jnl
IEEE Robotics Autom. Lett.
Fumiya Kudo, Kai Cai
2024 C conf
ACC
Shoma Matsui, Kai Cai, Karen Rudie
2024 J jnl
CoRR
Shoma Matsui, Kai Cai, Karen Rudie
2024 J jnl
IEEE Trans. Autom. Control.
Ziyue Ma, Jiagang Jiang, Kai Cai
2024 J jnl
CoRR
Michel A. Reniers, Kai Cai
2023 J jnl
IEEE Robotics Autom. Lett.
Fumiya Kudo, Kai Cai
2023 J jnl
Adv. Robotics
Kai Cai, Masaaki Nagahara
2023 conf
CDC
Tomofumi Ohtsuka, Kai Cai, Kenji Kashima
2023 J jnl
Adv. Robotics
Masaaki Nagahara, Kai Cai, Debasish Chatterjee, Nikhil Chopra, Takeshi Hatanaka, Yutaka Hori, Hideaki Ishii, Daniel E. Quevedo, Michel A. Reniers
2023 J jnl
Adv. Robotics
Masaaki Nagahara, Kai Cai, Debasish Chatterjee, Nikhil Chopra, Takeshi Hatanaka, Yutaka Hori, Hideaki Ishii, Daniel E. Quevedo, Michel A. Reniers
2023 J jnl
CoRR
Sander Thuijsman, Kai Cai, Michel A. Reniers
2023 J jnl
IEEE Control. Syst. Lett.
Sander Thuijsman, Kai Cai, Michel A. Reniers
2022 J jnl
IEEE Control. Syst. Lett.
Ziyue Ma, Kai Cai
2022 J jnl
IEEE Trans. Autom. Control.
Ziyue Ma, Kai Cai
2022 C conf
ACC
Jiagang Jiang, Ziyue Ma, Kai Cai
2020 J jnl
IEEE Trans. Signal Process.
Jiaqi Zhang, Keyou You, Kai Cai
2020 J jnl
IEEE Trans. Autom. Control.
Renyuan Zhang, Kai Cai
2020 J jnl
Int. J. Control
Renyuan Zhang, Kai Cai
2020 J jnl
Int. J. Control
Satoshi Kawamura, Kai Cai, Mengbin Ye, Zhiyun Lin
2020 J jnl
Frontiers Inf. Technol. Electron. Eng.
Kai Cai
2019 J jnl
CoRR
Jiaqi Zhang, Keyou You, Kai Cai
2019 J jnl
Int. J. Control
Kai Cai, Renyuan Zhang, W. M. Wonham
2019 J jnl
IEEE Trans. Control. Netw. Syst.
Takatoshi Motoyama, Kai Cai
2018 J jnl
Discret. Event Dyn. Syst.
Kai Cai, Renyuan Zhang, W. M. Wonham
2018 J jnl
J. Frankl. Inst.
Takanobu Imae, Kai Cai
2018 J jnl
Annu. Rev. Control.
W. M. Wonham, Kai Cai, Karen Rudie
2017 J jnl
IEEE Trans. Signal Process.
Yun Xu, Tingrui Han, Kai Cai, Zhiyun Lin, Gangfeng Yan, Minyue Fu
2017 conf
MHS
Yuki Uchibori, Tomohito Takubo, Atsushi Ueno, Kai Cai, Ryusuke Miyamoto, Shinsuke Hara
2017 J jnl
IEEE Trans. Autom. Control.
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2017 J jnl
Neurocomputing
Yun Xu, Gangfeng Yan, Kai Cai, Zhiyun Lin
2017 conf
ISMICT
Shinsuke Hara, Takunori Shimazaki, Hiroyuki Okuhata, Hajime Nakamura, Takashi Kawabata, Kai Cai, Tomohito Takubo
2017 J jnl
Autom.
Renyuan Zhang, Kai Cai, Walter Murray Wonham
2017 C conf
ACC
Takatoshi Motoyama, Kai Cai
2016 conf
WODES
Kai Cai, Walter Murray Wonham
2016 J jnl
CoRR
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2016 J jnl
Int. J. Control
Renyuan Zhang, Kai Cai, Yongmei Gan, W. M. Wonham
2016 J jnl
Discret. Event Dyn. Syst.
Renyuan Zhang, Kai Cai, Yongmei Gan, Walter Murray Wonham
2016 C conf
ACC
Renyuan Zhang, Kai Cai
2016 J jnl
CoRR
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2016 J jnl
IEEE Trans. Autom. Control.
Kai Cai, Renyuan Zhang, W. M. Wonham
2016 conf
CDC
Renyuan Zhang, Kai Cai
2015 conf
ASCC
Yun Xu, Kai Cai, Tingrui Han, Zhiyun Lin
2015 J jnl
Autom.
Kai Cai, Brian D. O. Anderson, Changbin Yu, Guoqiang Mao
2015 J jnl
Discret. Event Dyn. Syst.
Kai Cai, Walter Murray Wonham
2015 C conf
ACC
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2015 J jnl
IEEE Trans. Autom. Control.
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2014 J jnl
IEEE Trans. Autom. Control.
Kai Cai, Hideaki Ishii
2014 conf
CDC
Renyuan Zhang, Kai Cai, Walter Murray Wonham
2014 conf
WODES
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2014 J jnl
IEEE Trans. Autom. Control.
Kai Cai, Walter Murray Wonham
2013 J jnl
CoRR
Renyuan Zhang, Kai Cai, Yongmei Gan, Walter Murray Wonham
2013 J jnl
CoRR
Kai Cai, Brian D. O. Anderson, Changbin Yu, Guoqiang Mao
2013 conf
CDC
Kai Cai, Brian D. O. Anderson, Changbin Yu
2013 conf
CDC
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2013 J jnl
CoRR
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2013 J jnl
CoRR
Renyuan Zhang, Kai Cai, Yongmei Gan, Zhaoan Wang, Walter Murray Wonham
2013 C conf
ACC
Kai Cai, Renyuan Zhang, Walter Murray Wonham
2013 J jnl
Autom.
Renyuan Zhang, Kai Cai, Yongmei Gan, Zhaoan Wang, Walter Murray Wonham
2013 J jnl
CoRR
Kai Cai, Walter Murray Wonham
2012 J jnl
Autom.
Kai Cai, Hideaki Ishii
2012 J jnl
IEEE Trans. Autom. Control.
Kai Cai
2012 J jnl
Autom.
Kai Cai, Hideaki Ishii
2012 J jnl
CoRR
Renyuan Zhang, Kai Cai, Yongmei Gan, Zhaoan Wang, Walter Murray Wonham
2012 conf
WODES
Kai Cai, Walter Murray Wonham
2012 conf
CDC
Kai Cai, Walter Murray Wonham
2011 conf
CDC/ECC
Kai Cai, Hideaki Ishii
2011 J jnl
IEEE Trans. Autom. Control.
Kai Cai, Hideaki Ishii
2010 conf
CDC
Kai Cai, Hideaki Ishii
2010 conf
CACSD
Kai Cai, Hideaki Ishii
2010 J jnl
IEEE Trans. Autom. Control.
Kai Cai, Walter Murray Wonham
2009 conf
CDC
Kai Cai, Walter Murray Wonham
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"