Neil Toronto

19 papers A* 2A 2B 3Misc 1Journal 7Unranked 4
YearRankTypeTitle / Venue / Authors
2025 J jnl
CoRR
Ian Drosos, Advait Sarkar, Xiaotong Xu, Neil Toronto
2024 conf
NAACL-HLT (Findings)
Shraddha Barke, Christian Pölitz, Carina Negreanu, Benjamin Zorn, José Cambronero, Andrew D. Gordon, Vu Le, Elnaz Nouri, Nadia Polikarpova, Advait Sarkar, Brian Slininger, Neil Toronto, Jack Williams
2024 J jnl
CoRR
Shraddha Barke, Christian Pölitz, Carina Suzana Negreanu, Benjamin G. Zorn, José Cambronero, Andrew D. Gordon, Vu Le, Elnaz Nouri, Nadia Polikarpova, Advait Sarkar, Brian Slininger, Neil Toronto, Jack Williams
2024 J jnl
CoRR
Advait Sarkar, Xiaotong Xu, Neil Toronto, Ian Drosos, Christian Pölitz
2023 A* conf
CHI
Michael Xieyang Liu, Advait Sarkar, Carina Negreanu, Benjamin G. Zorn, Jack Williams, Neil Toronto, Andrew D. Gordon
2023 J jnl
CoRR
Michael Xieyang Liu, Advait Sarkar, Carina Negreanu, Ben Zorn, Jack Williams, Neil Toronto, Andrew D. Gordon
2019 conf
QEST
Judith Borghouts, Andrew D. Gordon, Advait Sarkar, Neil Toronto
2019 J jnl
CoRR
Judith Borghouts, Andrew D. Gordon, Advait Sarkar, Kenton P. O'Hara, Neil Toronto
2018 B conf
VL/HCC
Advait Sarkar, Andrew D. Gordon, Simon Peyton Jones, Neil Toronto
2015 A conf
ESOP
Neil Toronto, Jay McCarthy, David Van Horn
2014 J jnl
Comput. Sci. Eng.
Neil Toronto, Jay McCarthy
2014 J jnl
CoRR
Neil Toronto, Jay McCarthy, David Van Horn
2013 A conf
ICFP
Vincent St-Amour, Neil Toronto
2012 Misc conf
FLOPS
Neil Toronto, Jay McCarthy
2010 conf
IFL
Neil Toronto, Jay McCarthy
2009 A* conf
CVPR
Neil Toronto, Bryan S. Morse, Kevin D. Seppi, Dan Ventura
2007 conf
ICIP (4)
Neil Toronto, Bryan S. Morse, Dan Ventura, Kevin D. Seppi
2006 B conf
IEEE Congress on Evolutionary Computation
Neil Toronto, Dan Ventura
2005 B conf
IJCNN
Neil Toronto, Dan Ventura, Bryan S. Morse
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"]