Jan Hula

39 papers A* 1A 1B 1C 5Journal 19Unranked 12
YearRankTypeTitle / Venue / Authors
2026 J jnl
Comput. Oper. Res.
Nikolai Antonov, Premysl Sucha, Mikolás Janota, Jan Hula
2026 J jnl
Int. J. Approx. Reason.
David Mojzísek, Jan Hula, Ziwei Li, Ziyu Zhou, Mikolás Janota
2025 J jnl
Eur. J. Oper. Res.
Pavlína Koutecká, Premysl Sucha, Jan Hula, Broos Maenhout
2025 conf
IJCNLP-AACL (long papers)
Petr Hyner, Jan Mrógala, Jan Hula
2025 J jnl
Trans. Assoc. Comput. Linguistics
Martin Fajcik, Martin Docekal, Jan Dolezal, Karel Ondrej, Karel Benes, Jan Kapsa, Pavel Smrz, Alexander Polok, Michal Hradis, Zuzana Neverilová, Ales Horák, Radoslav Sabol, Michal Stefánik, Adam Jirkovsky, David Adamczyk, Petr Hyner, Jan Hula, Hynek Kydlícek
2025 J jnl
CoRR
Jan Hula, David Mojzísek, Jirí Janecek, David Herel, Mikolás Janota
2025 J jnl
Mach. Learn. Knowl. Extr.
David Mojzísek, Jan Hula, Jirí Janecek, David Herel, Mikolás Janota
2025 conf
IWANN (1)
Petr Hyner, Jan Mrógala, Krystof Krmaschek, Jan Hula
2025 J jnl
CoRR
Nikolai Antonov, Premysl Sucha, Mikolás Janota, Jan Hula
2025 J jnl
CoRR
David Mojzísek, Jan Hula, Ziwei Li, Ziyu Zhou, Mikolás Janota
2024 J jnl
CoRR
Martin Fajcik, Martin Docekal, Jan Dolezal, Karel Ondrej, Karel Benes, Jan Kapsa, Pavel Smrz, Alexander Polok, Michal Hradis, Zuzana Neverilová, Ales Horák, Radoslav Sabol, Michal Stefánik, Adam Jirkovsky, David Adamczyk, Petr Hyner, Jan Hula, Hynek Kydlícek
2024 C conf
ICPRAM
David Mojzísek, Jan Hula
2024 C conf
ICPRAM
David Adamczyk, Jan Hula
2024 C conf
IJCCI
Petr Hyner, Petr Marek, David Adamczyk, Jan Hula, Jan Sedivý
2024 A* conf
ICML
Mikail Khona, Maya Okawa, Jan Hula, Rahul Ramesh, Kento Nishi, Robert P. Dick, Ekdeep Singh Lubana, Hidenori Tanaka
2024 J jnl
CoRR
Mikail Khona, Maya Okawa, Jan Hula, Rahul Ramesh, Kento Nishi, Robert P. Dick, Ekdeep Singh Lubana, Hidenori Tanaka
2024 A conf
CIKM
Jan Hula, David Mojzísek, Mikolás Janota
2024 J jnl
CoRR
Jan Hula, David Mojzísek, Mikolás Janota
2023 conf
ICAART (1)
Jan Hula, David Adamczyk, Mikolás Janota
2023 C conf
IJCCI
Petr Hyner, Jan Hula, Mikolás Janota
2022 conf
IPMU (2)
Jan Hula, David Mojzísek, David Adamczyk
2022 conf
ITAT
Xinying Chen, Jan Hula, Antonín Dvorák
2022 J jnl
Neural Comput. Appl.
Petr Hurtík, Stefania Tomasiello, Jan Hula, David Hynar
2022 conf
ITAT
David Mojzísek, Jan Hula
2022 J jnl
Neural Comput. Appl.
Petr Hurtík, Vojtech Molek, Jan Hula, Marek Vajgl, Pavel Vlasánek, Tomas Nejezchleba
2022 C conf
CICM
Jan Hula, Jan Jakubuv, Mikolás Janota, Lukás Kubej
2021 B conf
ICTAI
Jan Hula, David Mojzísek, Mikolás Janota
2021 conf
ITAT
Jan Hula, David Adamczyk, David Mojzísek, Vojtech Molek
2020 conf
DSMP
Jan Hula, David Mojzísek, David Adamczyk, Radek Cech
2020 J jnl
IEEE Trans. Fuzzy Syst.
Petr Hurtík, Vojtech Molek, Jan Hula
2020 conf
ITAT
David Adamczyk, Jan Hula
2020 J jnl
CoRR
Petr Hurtík, Vojtech Molek, Jan Hula, Marek Vajgl, Pavel Vlasánek, Tomas Nejezchleba
2020 conf
DSMP
Jan Hula
2019 conf
ACL (1)
Alex Wang, Jan Hula, Patrick Xia, Raghavendra Pappagari, R. Thomas McCoy, Roma Patel, Najoung Kim, Ian Tenney, Yinghui Huang, Katherin Yu, Shuning Jin, Berlin Chen, Benjamin Van Durme, Edouard Grave, Ellie Pavlick, Samuel R. Bowman
2019 J jnl
Glottometrics
Jan Hula, Miroslav Kubát, Radek Cech, Xinying Chen, David Cíz, Katerina Pelegrinová, Jirí Milicka
2019 J jnl
CoRR
Waren Long, Vadim Markovtsev, Hugo Mougard, Egor Bulychev, Jan Hula
2019 J jnl
J. Quant. Linguistics
Radek Cech, Jan Hula, Miroslav Kubát, Xinying Chen, Jirí Milicka
2018 J jnl
CoRR
Samuel R. Bowman, Ellie Pavlick, Edouard Grave, Benjamin Van Durme, Alex Wang, Jan Hula, Patrick Xia, Raghavendra Pappagari, R. Thomas McCoy, Roma Patel, Najoung Kim, Ian Tenney, Yinghui Huang, Katherin Yu, Shuning Jin, Berlin Chen
2017 conf
IWANN (2)
Jan Hula, Irina Perfilieva, Ali Ahsan Muhummad Muzaheed
redb/extractors/apk_extractors/apk_resources.py
← Index redb/extractors/apk_extractors/apk_resources.py python
import hashlib
import inspect
import os
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.apk_extractor import APKExtractor
from redb.models.dataclasses import APKResource


# ─── Suspicious file types ──────────────────────────────────────────────
# File types that are suspicious when found inside res/ or assets/.
# Excludes javascript/html (extremely common in legitimate hybrid apps)
# and common media/font types that are normal APK content.
SUSPICIOUS_TYPES = {
    # Executables — no legitimate reason in assets/res
    "elf", "pebin", "macho", "dex", "apk",
    # Java containers — DexClassLoader target
    "jar",
    # Archives — rare in legitimate assets (~135:1 malware-to-benign ratio)
    "zip", "gzip", "7z", "xz", "tar", "bzip2", "rar", "7zip", "lzma",
    # Scripts with system execution capability
    "shell", "python", "powershell", "batch",
}

# ─── Entropy thresholds ─────────────────────────────────────────────────
# For unrecognized/unknown types: encrypted payloads typically land > 7.0
ENTROPY_HIGH_UNKNOWN = 7.0
# For recognized-but-non-image types: stricter threshold
ENTROPY_EXTREME = 7.85

# ─── Android-specific binary format magic bytes ─────────────────────────
# These formats are common in legitimate APKs but unknown to Magika,
# causing misclassification (e.g., AXML → "gzip", profm → "unknown").
AXML_MAGIC = b'\x03\x00\x08\x00'       # Android Binary XML (compiled res/*.xml)
ARSC_MAGIC = b'\x02\x00\x0c\x00'       # Android compiled resource table
ART_PROF_MAGIC = b'pro\x00'            # ART baseline profile
ART_PROFM_MAGIC = b'prm\x00'           # ART baseline profile metadata

# ─── Allowlisted paths ──────────────────────────────────────────────────
# Fixed, hardcoded paths in the Android build system that are always benign.
# ART profiles at these exact paths are shipped by Jetpack ProfileInstaller.
ALLOWLISTED_PATHS = {
    "assets/dexopt/baseline.prof",
    "assets/dexopt/baseline.profm",
}

# ─── Image handling ─────────────────────────────────────────────────────
# Magika-confirmed image types: high entropy is expected (lossy codecs
# like VP8/JPEG arithmetic-code toward entropy ~7.95-8.0 by design).
IMAGE_MAGIKA_TYPES = {"png", "webp", "jpeg", "gif", "bmp", "tiff", "ico"}
IMAGE_EXTENSIONS = {".png", ".webp", ".jpg", ".jpeg", ".gif", ".bmp", ".tiff", ".ico"}

# ─── Types Magika assigns when it can't identify the content ────────────
UNRECOGNIZED_MAGIKA_TYPES = {"unknown", "empty"}

# ─── Resource scan limits ───────────────────────────────────────────────
MAX_RESOURCE_FILES = 5000


class APKResourceExtractor(APKExtractor):

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False,
        apk=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, apk,
        )
        self.resources = []
        self.suspicious_files = []
        self.log.debug(inspect.currentframe().f_code.co_name)

    def tag(self):
        return Tag.APK_RESOURCES.value

    # ─── Core classification logic ──────────────────────────────────────

    def _identify_android_format(self, header: bytes) -> str | None:
        """
        Identify Android-specific binary formats that Magika doesn't know.
        Returns a corrected type label, or None to fall through to Magika.
        """
        if len(header) < 4:
            return None

        magic4 = header[:4]

        # Android Binary XML — all res/*.xml in a compiled APK.
        # Magika often misclassifies this as "gzip".
        if magic4 == AXML_MAGIC:
            return "android_binary_xml"

        # Android compiled resource table (resources.arsc chunks)
        if magic4 == ARSC_MAGIC:
            return "android_resource_table"

        # ART baseline profiles — high entropy (zlib inside) but benign.
        # The format is inert (method reference bitmaps/metadata, not
        # executable code) and some build configs place them at varying paths.
        if magic4 == ART_PROF_MAGIC:
            return "android_art_profile"
        if magic4 == ART_PROFM_MAGIC:
            return "android_art_profile_metadata"

        return None

    def _is_suspicious_resource(
        self, path: str, magika_type: str, entropy: float,
        android_type: str | None,
    ) -> bool:
        """
        Determine if a resource file is suspicious.

        Detection layers:
        1. Allowlisted paths → always benign
        2. Android-specific format override → reclassify Magika mislabels
        3. Image extension vs Magika type mismatch → encrypted blob detection
        4. Magika-confirmed images → benign regardless of entropy
        5. Suspicious type match → flag known-dangerous types
        6. High-entropy unknown blobs → likely encrypted payloads
        """

        # ── Layer 1: Allowlisted paths (hardcoded Android build artifacts) ──
        if path in ALLOWLISTED_PATHS:
            return False

        # ── Layer 2: Android-specific format detection ──────────────────────
        # Override Magika's label for formats it doesn't recognize.
        # All Android-specific formats (AXML, ARSC, ART profiles) are
        # legitimate build artifacts — never suspicious.
        if android_type is not None:
            return False

        # ── Layer 3: Image extension / Magika type mismatch ─────────────────
        # If the file extension claims "image" but Magika's content analysis
        # disagrees, this is a strong signal for an encrypted payload with
        # a fake image extension (e.g., ErrorFather's "rbyypivsnw.png").
        ext = os.path.splitext(path)[1].lower()
        if ext in IMAGE_EXTENSIONS and magika_type not in IMAGE_MAGIKA_TYPES:
            # Exception: Magika might label a valid image as "unknown" if
            # the file is very small (< ~16 bytes). Don't flag tiny files.
            if entropy > 5.0:
                return True

        # ── Layer 4: Magika-confirmed images → benign ───────────────────────
        # Lossy codecs (VP8, JPEG) produce entropy up to ~8.0 by design.
        # If Magika confirms image structure, high entropy is expected.
        if magika_type in IMAGE_MAGIKA_TYPES:
            return False

        # ── Layer 5: Known suspicious file types ────────────────────────────
        if magika_type in SUSPICIOUS_TYPES:
            return True

        # ── Layer 6: High-entropy unrecognized blobs ────────────────────────
        # Files Magika can't identify with high entropy are likely encrypted
        # payloads. Most Android malware packers store encrypted DEX/SO
        # payloads as opaque blobs with random names and no valid magic.
        if magika_type in UNRECOGNIZED_MAGIKA_TYPES and entropy > ENTROPY_HIGH_UNKNOWN:
            return True

        # ── Layer 7: Extreme entropy on any non-image recognized type ───────
        # Catches edge cases where Magika assigns a benign label (e.g.,
        # "xml", "txt") but the entropy is impossibly high for that format.
        if magika_type not in IMAGE_MAGIKA_TYPES and entropy > ENTROPY_EXTREME:
            return True

        return False

    # ─── Extraction pipeline ────────────────────────────────────────────

    def extract(self):
        if not self._is_valid_apk():
            self.log.error(f"Invalid APK for {self.hash.sha256}")
            return None

        try:
            from magika import Magika
            magika = Magika()
        except Exception as e:
            self.log.error(f"Failed to initialize Magika for {self.hash.sha256}: {e}")
            magika = None

        self.resources = []
        self.suspicious_files = []
        scanned = 0

        zf = self._get_zip_file()
        if not zf:
            return None

        with zf:
            for info in zf.infolist():
                if info.is_dir():
                    continue
                if not (info.filename.startswith("res/") or
                        info.filename.startswith("assets/")):
                    continue

                if scanned >= MAX_RESOURCE_FILES:
                    self.log.warning(
                        f"Resource scan limit reached ({MAX_RESOURCE_FILES}), "
                        f"stopping resource enumeration"
                    )
                    break
                scanned += 1

                try:
                    data = zf.read(info.filename)
                except Exception as e:
                    self.log.warning(
                        f"Error reading resource {info.filename}: {e}"
                    )
                    continue

                try:
                    file_sha256 = hashlib.sha256(data).hexdigest()
                    file_entropy = round(self.calculate_entropy(data), 3)

                    # Read first bytes for Android-specific format detection
                    header = data[:16] if len(data) >= 16 else data

                    if magika:
                        try:
                            filetype = magika.identify_bytes(data).output.label
                        except Exception:
                            filetype = "unknown"
                    else:
                        filetype = "unknown"

                    # Identify Android-specific formats once, reuse for
                    # both stored type and suspicion classification
                    android_type = self._identify_android_format(header)
                    stored_type = android_type if android_type else filetype

                    suspicious = self._is_suspicious_resource(
                        path=info.filename,
                        magika_type=filetype,
                        entropy=file_entropy,
                        android_type=android_type,
                    )

                    resource = APKResource(
                        path=info.filename,
                        size=info.file_size,
                        sha256=file_sha256,
                        filetype_magika=stored_type,
                        entropy=file_entropy,
                    )

                    if suspicious:
                        resource.is_suspicious = True
                        self.suspicious_files.append(resource)

                    self.resources.append(resource)
                except Exception as e:
                    self.log.warning(
                        f"Error processing resource {info.filename}: {e}"
                    )
                    continue

        if not self.resources:
            return None

        return {
            "total_resource_count": len(self.resources),
            "total_resource_size": sum(r.size for r in self.resources),
            "suspicious_file_count": len(self.suspicious_files),
            "resources": self.resources,
            "suspicious_files": self.suspicious_files,
        }

    # ─── Export ──────────────────────────────────────────────────────────

    def prepare_export_data(self, exporter_type: str) -> Any:
        if exporter_type == "ClickHouseExporter":
            if not self.resources:
                return None

            current_time = datetime.now(timezone.utc)
            data = []
            for res in self.resources:
                data.append([
                    self.sha256,
                    res.path,
                    res.size,
                    res.sha256,
                    res.filetype_magika,
                    res.entropy,
                    int(res.is_suspicious),
                    current_time,
                ])

            column_names = [
                'sha256', 'resource_path', 'resource_size',
                'resource_sha256', 'resource_magika', 'resource_entropy',
                'is_suspicious', 'analysis_date',
            ]

            column_type_names = [
                'FixedString(64)', 'String', 'UInt64',
                'FixedString(64)', 'LowCardinality(String)', 'Float32',
                'UInt8', "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

    def get_clickhouse_table(self) -> str:
        return "redb_apk_resources"