Campbell D. Watson

34 papers A* 2B 1C 3Journal 26Unranked 2
YearRankTypeTitle / Venue / Authors
2026 J jnl
CoRR
Craig Mahlasi, Gciniwe S. Baloyi, Zaheed Gaffoor, Levente J. Klein, Anne Jones, Etienne Eben Vos, Michal Muszynski, Geoffrey Dawson, Campbell D. Watson
2026 J jnl
CoRR
Johannes Schmude, Sujit Roy, Liping Wang, Theodore van Kessel, Levente J. Klein, Marcus Freitag, Eloisa Bentivegna, Robert Manson-Sawko, Björn Lütjens, Manil Maskey, Campbell D. Watson, Rahul Ramachandran, Juan Bernabé-Moreno
2026 J jnl
CoRR
Jonathan Giezendanner, Qidong Yang, Eric Schmitt, Anirban Chandra, Daniel Salles Civitarese, Johannes Jakubik, Jeremy Vila, Detlef Hohl, Campbell D. Watson, Sherrie Wang
2025 A* conf
CVPR
Sagar Soni, Akshay Dudhane, Hiyam Debary, Mustansar Fiaz, Muhammad Akhtar Munir, Muhammad Sohail Danish, Paolo Fraccaro, Campbell D. Watson, Levente J. Klein, Fahad Shahbaz Khan, Salman H. Khan
2025 A* conf
AAAI
Movina Moses, Mohab Elkaref, James Barry, Shinnosuke Tanaka, Vishnudev Kuruvanthodi, Nathan Herr, Campbell D. Watson, Geeth de Mel
2025 J jnl
CoRR
Movina Moses, Mohab Elkaref, James Barry, Shinnosuke Tanaka, Vishnudev Kuruvanthodi, Nathan Herr, Campbell D. Watson, Geeth de Mel
2025 J jnl
CoRR
Sujit Roy, Johannes Schmude, Rohit Lal, Vishal Gaur, Marcus Freitag, Julian Kuehnert, Theodore van Kessel, Dinesha Hegde, Andrés Muñoz-Jaramillo, Johannes Jakubik, Etienne Eben Vos, Kshitiz Mandal, Ata Akbari Asanjan, João Lucas de Sousa Almeida, Amy Lin, Talwinder Singh, Yanghui Kang, Chetraj Pandey, Jinsu Hong, Berkay Aydin, Thorsten Kurth, Ryan M. McGranaghan, Spiridon Kasapis, Vishal Upendran, Shah Bahauddin, Daniel da Silva, Nikolai V. Pogorelov, Anne Spalding, Campbell D. Watson, Manil Maskey, Madhulika Guhathakurta, Juan Bernabé-Moreno, Rahul Ramachandran
2025 J jnl
CoRR
Sujit Roy, Dinesha Hegde, Johannes Schmude, Amy Lin, Vishal Gaur, Rohit Lal, Kshitiz Mandal, Talwinder Singh, Andrés Muñoz-Jaramillo, Yanghui Kang, Chetraj Pandey, Jinsu Hong, Berkay Aydin, Ryan McGranaghan, Spiridon Kasapis, Vishal Upendran, Shah Bahauddin, Daniel da Silva, Marcus Freitag, Iksha Gurung, Nikolai V. Pogorelov, Campbell D. Watson, Manil Maskey, Juan Bernabé-Moreno, Rahul Ramachandran
2024 C conf
IGARSS
Muaaz Bhamjee, Hiyam Debary, Zaheed Gaffoor, Tamara Govindasamy, Craig Mahlasi, Mustansar Fiaz, Etienne Eben Vos, Levente J. Klein, Sibusisiwe Makhanya, Campbell D. Watson, Julian Kuehnert
2024 J jnl
CoRR
Sagar Soni, Akshay Dudhane, Hiyam Debary, Mustansar Fiaz, Muhammad Akhtar Munir, Muhammad Sohail Danish, Paolo Fraccaro, Campbell D. Watson, Levente J. Klein, Fahad Shahbaz Khan, Salman H. Khan
2024 J jnl
CoRR
Ayush Prasad, Paula Harder, Qidong Yang, Prasanna Sattegeri, Daniela Szwarcman, Campbell D. Watson, David Rolnick
2024 J jnl
CoRR
Michal Muszynski, Levente J. Klein, Ademir Ferreira da Silva, Anjani Prasad Atluri, Carlos Gomes, Daniela Szwarcman, Gurkanwar Singh, Kewen Gu, Maciel Zortea, Naomi Simumba, Paolo Fraccaro, Shraddha Singh, Steve Meliksetian, Campbell D. Watson, Daiki Kimura, Harini Srinivasan
2024 J jnl
J. Mach. Learn. Res.
Qidong Yang, Alex Hernández-García, Paula Harder, Venkatesh Ramesh, Prasanna Sattigeri, Daniela Szwarcman, Campbell D. Watson, David Rolnick
2024 J jnl
CoRR
Qidong Yang, Jonathan Giezendanner, Daniel Salles Civitarese, Johannes Jakubik, Eric Schmitt, Anirban Chandra, Jeremy Vila, Detlef Hohl, Christopher Hill, Campbell D. Watson, Sherrie Wang
2024 J jnl
CoRR
Johannes Schmude, Sujit Roy, Will Trojak, Johannes Jakubik, Daniel Salles Civitarese, Shraddha Singh, Julian Kuehnert, Kumar Ankur, Aman Gupta, Christopher Phillips, Romeo Kienzler, Daniela Szwarcman, Vishal Gaur, Rajat Shinde, Rohit Lal, Arlindo Da Silva, Jorge Luis Guevara Diaz, Anne Jones, Simon Pfreundschuh, Amy Lin, Aditi Sheshadri, Udaysankar Nair, Valentine Anantharaj, Hendrik F. Hamann, Campbell D. Watson, Manil Maskey, Tsengdar J. Lee, Juan Bernabé-Moreno, Rahul Ramachandran
2024 J jnl
CoRR
Daniela Szwarcman, Sujit Roy, Paolo Fraccaro, Þorsteinn Elí Gíslason, Benedikt Blumenstiel, Rinki Ghosal, Pedro Henrique de Oliveira, João Lucas de Sousa Almeida, Rocco Sedona, Yanghui Kang, Srija Chakraborty, Sizhe Wang, Ankur Kumar, Myscon Truong, Denys Godwin, Hyunho Lee, Chia-Yu Hsu, Ata Akbari Asanjan, Besart Mujeci, Trevor Keenan, Paulo Arévalo, Wenwen Li, Hamed Alemohammad, Pontus Olofsson, Christopher Hain, Robert Kennedy, Bianca Zadrozny, Gabriele Cavallaro, Campbell D. Watson, Manil Maskey, Rahul Ramachandran, Juan Bernabé-Moreno
2023 J jnl
CoRR
S. Karthik Mukkavilli, Daniel Salles Civitarese, Johannes Schmude, Johannes Jakubik, Anne Jones, Nam Nguyen, Christopher Phillips, Sujit Roy, Shraddha Singh, Campbell D. Watson, Raghu K. Ganti, Hendrik F. Hamann, Udaysankar Nair, Rahul Ramachandran, Kommy Weldemariam
2023 C conf
IGARSS
Juan Nathaniel, Gabrielle Nyirjesy, Campbell D. Watson, Conrad M. Albrecht, Levente J. Klein
2023 J jnl
CoRR
Qidong Yang, Alex Hernández-García, Paula Harder, Venkatesh Ramesh, Prasanna Sattigeri, Daniela Szwarcman, Campbell D. Watson, David Rolnick
2023 J jnl
J. Mach. Learn. Res.
Paula Harder, Alex Hernández-García, Venkatesh Ramesh, Qidong Yang, Prasanna Sattegeri, Daniela Szwarcman, Campbell D. Watson, David Rolnick
2022 J jnl
CoRR
Juan Nathaniel, Levente J. Klein, Campbell D. Watson, Gabrielle Nyirjesy, Conrad M. Albrecht
2022 C conf
IGARSS
Dário A. B. Oliveira, Jorge Guevara Diaz, Bianca Zadrozny, Campbell D. Watson, Xiao Xiang Zhu
2022 J jnl
CoRR
Paula Harder, Qidong Yang, Venkatesh Ramesh, Prasanna Sattigeri, Alex Hernández-García, Campbell D. Watson, Daniela Szwarcman, David S. Rolnick
2022 J jnl
CoRR
Björn Lütjens, Catherine H. Crawford, Campbell D. Watson, Christopher Hill, Dava J. Newman
2022 B conf
IEEE Big Data
Ademir Ferreira da Silva, Juan Nathaniel, Ken C. L. Wong, Campbell D. Watson, Hongzhi Wang, Jitendra Singh, Alexandre Alkmim Chamon, Levente J. Klein
2022 J jnl
CoRR
Eduardo Rodrigues, Bianca Zadrozny, Campbell D. Watson
2021 J jnl
CoRR
Jorge Guevara Diaz, Dario Borges, Campbell D. Watson, Bianca Zadrozny
2021 J jnl
CoRR
Bianca Zadrozny, Campbell D. Watson, Daniela Szwarcman, Daniel Civitarese, Dário A. B. Oliveira, Eduardo Rodrigues, Jorge Guevara Diaz
2021 J jnl
CoRR
Ken C. L. Wong, Hongzhi Wang, Etienne Eben Vos, Bianca Zadrozny, Campbell D. Watson, Tanveer F. Syeda-Mahmood
2021 J jnl
CoRR
Dário Augusto Borges Oliveira, Jorge Guevara Diaz, Bianca Zadrozny, Campbell D. Watson
2021 J jnl
CoRR
Eduardo Rodrigues, Bianca Zadrozny, Campbell D. Watson, David Gold
2021 J jnl
CoRR
Daniel Salles Civitarese, Daniela Szwarcman, Bianca Zadrozny, Campbell D. Watson
2021 conf
ISC Workshops
Alberto Costa Nogueira Jr., Felipe de Castro Teixeira Carvalho, João Lucas de Sousa Almeida, Andrés Codas, Eloisa Bentivegna, Campbell D. Watson
2020 conf
ISC Workshops
Alberto Costa Nogueira, João Lucas de Sousa Almeida, Guillaume Auger, Campbell D. Watson
Dockerfile
← Index Dockerfile dockerfile
FROM python:3.12-slim

# Prevent interactive prompts during package installation
ENV DEBIAN_FRONTEND=noninteractive

# Install system dependencies (build tools will be removed after pip install).
# curl + ca-certificates + gnupg are needed to add the NodeSource repository
# for the JS analysis toolchain (webcrack + @nodesecure/js-x-ray).
RUN apt-get update && apt-get install -y \
    git \
    gcc \
    g++ \
    build-essential \
    libmagic1 \
    file \
    libqt5core5a \
    libqt5gui5 \
    libqt5widgets5 \
    default-jre-headless \
    curl \
    ca-certificates \
    gnupg \
    && rm -rf /var/lib/apt/lists/*

# Install Node.js 22 LTS (needed by webcrack and @nodesecure/js-x-ray). Pinning
# to 22.x because that's the active LTS — bumping to a future major is a
# deliberate Dockerfile change, not a silent upgrade on rebuild.
RUN curl -fsSL https://deb.nodesource.com/setup_22.x | bash - && \
    apt-get install -y nodejs && \
    rm -rf /var/lib/apt/lists/*

# webcrack is the deobfuscator (CLI on PATH). Pinned to 2.16.0 — released
# 2026-04-25, last verified working with our subprocess invocation. Bumping
# this is a deliberate change so a future regression in webcrack does not
# show up as a silent JSDeobfuscation behaviour shift on image rebuild.
RUN npm install -g webcrack@2.16.0

# Create application directory
WORKDIR /app

# Copy requirements and install Python dependencies
COPY requirements.txt .
RUN pip3 install --no-cache-dir -r requirements.txt

# Remove build dependencies to reduce image size. curl + gnupg are kept —
# curl is widely useful and gnupg is small. Node.js stays.
RUN apt-get remove -y gcc g++ build-essential git && \
    apt-get autoremove -y && \
    apt-get clean && \
    rm -rf /var/lib/apt/lists/*

# Copy application code (explicit files to help debug .dockerignore issues)
COPY redb/ ./redb/
COPY start.py .
COPY scripts/ ./scripts/

# Install @nodesecure/js-x-ray locally next to its bundled Node bridge so the
# Python wrapper's `node_modules/@nodesecure/js-x-ray` existence check passes
# without any runtime configuration. Version is pinned in the package.json.
# The npm install also triggers the `postinstall: patch-package` hook which
# re-applies the local patch in scripts/patches/ — currently a one-line fix
# for a `from "repl"` → `from "module"` import in [email protected] that breaks
# on Node 22 patches above ~22.10. Drop the patch when js-x-ray ships a fix.
RUN cd /app/redb/extractors/js_extractors/scripts && npm install --omit=dev

# Set up logging path and create logs directory
ENV LOG_FILE_PATH="/app/logs/"
RUN mkdir -p /app/logs

# Environment variables for tools (snapshot-style paths)
ENV CAPA_PATH="/usr/bin/capa"
ENV DIE_PATH="/usr/bin/nfdc"
ENV GORESYM_PATH="/usr/bin/GoReSym"
ENV JADX_PATH="/opt/deploy/jadx/bin/jadx"
ENV APKTOOL_PATH="/usr/local/bin/apktool"
ENV MALCONTENT_PATH="/usr/local/bin/mal"
ENV PATH="/usr/bin:/opt/binaryninja:${PATH}"
ENV PYTHONPATH="/opt/binaryninja/python"

# Tool timeouts
ENV CAPA_TIMEOUT="300"
ENV DIE_TIMEOUT="180"
ENV MALCONTENT_TIMEOUT="300"
ENV JADX_TIMEOUT="600"
ENV BINJA_TIMEOUT="1200"
ENV DECOMPILE_EXTRACTOR_TIMEOUT="2580"

ENV MALCONTENT_FORMATS=pebin,elf,macho,apk,javascript

# JS analysis toolchain. webcrack is on PATH from the global npm install;
# js-x-ray's Python wrapper finds the bundled Node bridge at the default
# location (no env needed). Override these in .env / Nomad if you swap tools.
ENV JS_DEOBFUSCATOR_PATH="webcrack"
ENV JS_DEOBFUSCATE_TIMEOUT="60"
ENV JS_XRAY_TIMEOUT="60"

# Copy the Binary Ninja setup script
COPY scripts/setup-and-run.sh /usr/local/bin/setup-and-run.sh
RUN chmod +x /usr/local/bin/setup-and-run.sh

# Create non-root user for security
RUN useradd -m -u 1000 analyzer
RUN chown -R analyzer:analyzer /app /app/logs
USER analyzer

# Set entrypoint to setup script for Binary Ninja installation (runtime)
ENTRYPOINT ["/usr/local/bin/setup-and-run.sh"]

# Set working directory
WORKDIR /app

# Default command - supports both feature extraction and decompilation
CMD ["python3", "start.py", "--nomad-job"]