Vanco B. Litovski

33 papers C 1Journal 20Unranked 9
YearRankTypeTitle / Venue / Authors
2025 book
Vanco B. Litovski
2023 book
Vanco B. Litovski
2022 book
Vanco B. Litovski
2020 J jnl
J. Circuits Syst. Comput.
Milena Stanojlovic Mirkovic, Miljana Milic, Dejan Mirkovic, Vanco B. Litovski
2018 J jnl
J. Circuits Syst. Comput.
Jelena Milojkovic, Vanco B. Litovski, Simon P. Le Blond
2015 J jnl
J. Circuits Syst. Comput.
Borisav Jovanovic, Milunka Damnjanovic, Predrag M. Petkovic, Vanco B. Litovski
2015 J jnl
Int. J. Circuit Theory Appl.
Dragan Topisirovic, Vanco B. Litovski, Miona Andrejevic Stosovic
2014 J jnl
Simul.
Miona Andrejevic Stosovic, Ivan Litovski, Dusko Lukac, Marko A. Dimitrijevic, Vanco B. Litovski
2014 J jnl
Appl. Artif. Intell.
Miona Andrejevic Stosovic, Marko A. Dimitrijevic, Vanco B. Litovski
2014 J jnl
IEEE Trans. Circuits Syst. II Express Briefs
Miona Andrejevic Stosovic, Jaroslav M. Zivanic, Vanco B. Litovski
2013 J jnl
Int. J. Reason. based Intell. Syst.
Marko A. Dimitrijevic, Jelena Milojkovic, Slobodan Bojanic, Octavio Nieto-Taladriz, Vanco B. Litovski
2013 J jnl
Comput. Electr. Eng.
Miona Andrejevic Stosovic, Miljana Milic, Mark Zwolinski, Vanco B. Litovski
2011 conf
IWANN (1)
Jelena Milojkovic, Vanco B. Litovski, Octavio Nieto-Taladriz, Slobodan Bojanic
2011 conf
MIPRO
Miljana Milic, Miona Andrejevic Stosovic, Vanco B. Litovski
2011 J jnl
J. Circuits Syst. Comput.
Marko A. Dimitrijevic, Vanco B. Litovski
2010 J jnl
J. Circuits Syst. Comput.
Dragan S. Djordjevic, Predrag M. Petkovic, Vanco B. Litovski
2009 J jnl
Microelectron. Reliab.
Miljana Sokolovic, Vanco B. Litovski, Mark Zwolinski
2008 conf
BIODEVICES (1)
Vanco B. Litovski, Miona Andrejevic Stosovic
2007 J jnl
J. Circuits Syst. Comput.
Bojan Andjelkovic, Vanco B. Litovski, Volker Zerbe
2006 J jnl
Microelectron. Reliab.
Vanco B. Litovski, Miona Andrejevic, Mark Zwolinski
2005 conf
ISCAS (5)
Vanco B. Litovski, Mark Zwolinski, Miona Andrejevic
2004 J jnl
J. Circuits Syst. Comput.
Vanco B. Litovski, Miona Andrejevic, Predrag M. Petkovic, Robert I. Damper
2004 J jnl
Int. J. Circuit Theory Appl.
Vanco B. Litovski, Ivan Litovski, Mark Zwolinski
2003 conf
ISQED
Danica Stefanovic, Maher Kayal, Marc Pastre, Vanco B. Litovski
2001 J jnl
Microelectron. Reliab.
Mirko Jakovljevic, Peter A. Fotiu, Zeljko Mrcarica, Vanco B. Litovski, Helmut Detter
2001 J jnl
Simul. Pract. Theory
Vanco B. Litovski, Dejan M. Maksimovic, Zeljko Mrcarica
2000 C conf
ISCAS
Goce V. Shutinoski, Tomislav A. Dzhekov, Vanco B. Litovski
1997 J jnl
Int. J. Neural Syst.
Jasna Radjenovic-Mrcarica, Zeljko Mrcarica, Helmut Detter, Vanco B. Litovski
1997 J jnl
Simul. Pract. Theory
Vanco B. Litovski, Zeljko Mrcarica, Tihomir Ilic
1996 conf
ICNN
Srdjan Milenkovic, Zoran Obradovic, Vanco B. Litovski
1996 conf
EURO-DAC
Zeljko Mrcarica, Helmut Detter, Dejan Glozic, Vanco B. Litovski
1995 conf
EUROSIM
Zeljko Mrcarica, Tihomir Ilic, Dejan Glozic, Vanco B. Litovski, Helmut Detter
1992 conf
EUROSIM
Dejan Glozic, Vanco B. Litovski, Predrag M. Petkovic, Richard H. Bayford
redb/extractors/js_extractors/js_deobfuscation.py
← Index redb/extractors/js_extractors/js_deobfuscation.py python
import hashlib
import inspect
import re
from datetime import datetime, timezone
from typing import Any

from redb.extractors.enum import Tag
from redb.extractors.js_extractor import JSExtractor
from redb.extractors.js_extractors.js_patterns import PATTERNS

# String literals of 4+ characters; only used by the deobfuscation diff to count
# strings revealed after deobfuscation. Compiled once at module load.
_STRING_LITERAL_4PLUS_RE = re.compile(r"[\"\']([^\"\']{4,})[\"\']")


class JSDeobfuscationExtractor(JSExtractor):
    """Compute pre/post-deobfuscation metrics for a JS sample.

    The actual deobfuscation pass (external tool with jsbeautifier fallback)
    lives on `JSContext.deobfuscated` and is cached per sample, so any other
    extractor that needs the deobfuscated text reads the same value without
    re-running the subprocess. Configure the external tool via env vars:
        JS_DEOBFUSCATOR_PATH    Path or name (default: webcrack)
        JS_DEOBFUSCATE_TIMEOUT  Seconds (default: 60)
    """

    def __init__(
        self, filepath, log, exporters=None, index_prefix=None,
        known_benign=False, known_malicious=False, source=None, context=None,
    ):
        super().__init__(
            filepath, log, exporters, index_prefix,
            known_benign, known_malicious, source, context=context,
        )
        self.deobfuscation_result = None
        self.log.debug(inspect.currentframe().f_code.co_name)

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

    def extract(self):
        src = self.js_source
        if not src:
            return None

        deobfuscated, deobfuscator_used = self._context.deobfuscated
        if deobfuscated is None:
            return None

        original_size = len(src)
        original_entropy = self._context.text_entropy
        deobfuscated_size = len(deobfuscated)
        deobfuscated_entropy = self._calculate_text_entropy(deobfuscated)
        size_change_ratio = round(deobfuscated_size / original_size, 4) if original_size else 0.0

        # Strings revealed by deobfuscation: matched literals are extracted from
        # both versions and the set difference is the count of "new" strings.
        original_strings = set(_STRING_LITERAL_4PLUS_RE.findall(src))
        deobfuscated_strings = set(_STRING_LITERAL_4PLUS_RE.findall(deobfuscated))
        new_strings = deobfuscated_strings - original_strings

        # Suspicious APIs revealed by deobfuscation. Both sides of the diff
        # come from JSContext caches: the raw scan is computed once for the
        # whole pipeline; the deobfuscated scan is computed once and reused
        # by JSSuspiciousAPIsExtractor's revealed_by_deobf rows.
        original_apis = {n for n in self._context.scan if n in PATTERNS}
        deobfuscated_apis = set(self._context.scan_deobfuscated)
        new_apis = deobfuscated_apis - original_apis

        deobfuscated_sha256 = hashlib.sha256(deobfuscated.encode('utf-8')).hexdigest()

        self.deobfuscation_result = {
            'deobfuscator_used': deobfuscator_used,
            'deobfuscation_successful': True,
            'original_size': original_size,
            'deobfuscated_size': deobfuscated_size,
            'size_change_ratio': size_change_ratio,
            'original_entropy': original_entropy,
            'deobfuscated_entropy': deobfuscated_entropy,
            'new_strings_found': len(new_strings),
            'new_apis_found': len(new_apis),
            'deobfuscated_sha256': deobfuscated_sha256,
        }
        return self.deobfuscation_result

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

            r = self.deobfuscation_result
            current_time = datetime.now(timezone.utc)
            data = [[
                self.sha256,
                r['deobfuscator_used'],
                int(r['deobfuscation_successful']),
                r['original_size'],
                r['deobfuscated_size'],
                r['size_change_ratio'],
                r['original_entropy'],
                r['deobfuscated_entropy'],
                r['new_strings_found'],
                r['new_apis_found'],
                r['deobfuscated_sha256'],
                current_time,
            ]]

            column_names = [
                "sha256", "deobfuscator_used", "deobfuscation_successful",
                "original_size", "deobfuscated_size", "size_change_ratio",
                "original_entropy", "deobfuscated_entropy",
                "new_strings_found", "new_apis_found",
                "deobfuscated_sha256", "analysis_date",
            ]

            column_type_names = [
                "FixedString(64)", "LowCardinality(String)", "UInt8",
                "UInt64", "UInt64", "Float64",
                "Float64", "Float64",
                "UInt32", "UInt32",
                "FixedString(64)", "DateTime64(3, 'UTC')",
            ]

            return (data, column_names, column_type_names)

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